diff --git a/AgCNER/test.parquet b/AgCNER/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3142de3b4470783dead8add5c3039f7f830628cc
--- /dev/null
+++ b/AgCNER/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:684c8c0fdea4c08430c3fb92676a34699f26b86a03ed98c2aa86cd4c1b775023
+size 1422731
diff --git a/AgCNER/train.parquet b/AgCNER/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..20ecc75331d1421fe470d41ab4adc5a18bbb7d89
--- /dev/null
+++ b/AgCNER/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7694979bd8b37b8e53fdb47e7ae7aa00db4316c5b355df0bfdbda0d35a191ac2
+size 11292939
diff --git a/AgCNER/validation.parquet b/AgCNER/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7a13fb96a837f2018d6c059e7a807d79fb10ab9f
--- /dev/null
+++ b/AgCNER/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b9d1c25574418e54ba53ff3aca1f543b4a101dbcf472b8ebd307ca51596abd7
+size 1449086
diff --git a/AgriNER/test.parquet b/AgriNER/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6587b7fad879970e525173bbcbc7dcc441e2a72d
--- /dev/null
+++ b/AgriNER/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d01d8e3206e5f02a8b0d79737209ca134adcbaec28ae88528b9763773012988
+size 11090
diff --git a/AgriNER/train.parquet b/AgriNER/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e093b10b61b406d0346788cda229d7e654ce1ab3
--- /dev/null
+++ b/AgriNER/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b21d23f461069e9bccee5d9477969ea38da2725866bb1228c58c9f59f10285a
+size 53313
diff --git a/AnatEM/test.parquet b/AnatEM/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..072a0ceccf03637bfd81f212b6a6f51a13cf74eb
--- /dev/null
+++ b/AnatEM/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:50ee869f054fcf2892fafc87cb04a7f6906d9001cc2806181116d878862bffd7
+size 588651
diff --git a/AnatEM/train.parquet b/AnatEM/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..52e5eaeb349e8faa6f6c0c0f7009e3fb6205252f
--- /dev/null
+++ b/AnatEM/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a3aa95845863a827eefd59b966699309f5da1b571710bed12b02ab52a81f82ab
+size 890887
diff --git a/AnatEM/validation.parquet b/AnatEM/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b40e7164ef418b66a5986216d774ad88a4aedb2e
--- /dev/null
+++ b/AnatEM/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc27638d2ca6496045355a55edb893275d68b006ca473594654234b6e96e7e55
+size 328425
diff --git a/BC2GM/test.parquet b/BC2GM/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..14ed5a7950aff8ab184bacc1a513212e796ce233
--- /dev/null
+++ b/BC2GM/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5e7cb2894ea7b929a7c2f33fa73884fdd82235d8142fb8f2caddcb58a3d11db9
+size 885759
diff --git a/BC2GM/train.parquet b/BC2GM/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5aa464bed590d7dcb43af228f6dc7971124f95de
--- /dev/null
+++ b/BC2GM/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:85507b38604772d57f9ec5b311dfa5c4f428e9d65bae957e5db23c79e6674196
+size 2159703
diff --git a/BC2GM/validation.parquet b/BC2GM/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b0aaf79608407901a620685a25a972489cdd577a
--- /dev/null
+++ b/BC2GM/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5559b08441c1fe2ddf7f56b6e897f9639af52e4209a0264f76a94828f15ce376
+size 439428
diff --git a/BC5CDR/test.parquet b/BC5CDR/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..93dd6872a8687b932262f55428ddddb67edf4f29
--- /dev/null
+++ b/BC5CDR/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f0876c88dd3f2124fc2c857b526c8d0482302084e2ee4931e9d33bafb4c6cd60
+size 401037
diff --git a/BC5CDR/train.parquet b/BC5CDR/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5513eae5f15a15f227819e02a031561da8e13dc9
--- /dev/null
+++ b/BC5CDR/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ce8b6acf116970a690569aaf8804d715efe49e1ef1e1a3f51e4d1b74a96b4664
+size 379730
diff --git a/BC5CDR/validation.parquet b/BC5CDR/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f48a25c7b1c938d3098ad8db54ed4b6e8aec7c41
--- /dev/null
+++ b/BC5CDR/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1fe2a6eccba9c3b172a5b23a6f8dba2998476ed91a1ea874efc913a9d7110e30
+size 380127
diff --git a/BioRED/test.parquet b/BioRED/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..dc044653ca39dd0e4165fd273b06eab97ab34dbb
--- /dev/null
+++ b/BioRED/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:abfa231025cacd54e5b5c5890a2b8b138abc53c22b7d8638e7e0b59fea3ff8bd
+size 111141
diff --git a/BioRED/train.parquet b/BioRED/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..31585802956febdc48a78bd0cb42642001a8e6ac
--- /dev/null
+++ b/BioRED/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e866c3c9bd877796c5545db0138798cfad8c549bf87a7ace5e1ae2723aff9de
+size 404851
diff --git a/BioRED/validation.parquet b/BioRED/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6029e677e264592c52b99e3176ee37895c19b2ce
--- /dev/null
+++ b/BioRED/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3f727672c674bc2d079d7e9f77a9a07c76c3c88b4342715d62701776f1603f76
+size 113158
diff --git a/CANTEMIST/test.parquet b/CANTEMIST/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b2041eb4ed8ceb147be6b31a1ee0a5f001904ed4
--- /dev/null
+++ b/CANTEMIST/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7684e056b789355e5fdd61fb106a174868ef357ab9687958f494a31876cdeaa5
+size 752834
diff --git a/CANTEMIST/train.parquet b/CANTEMIST/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..280e726f10aa22d1fc050516369b1395a4dd85f6
--- /dev/null
+++ b/CANTEMIST/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a12a8b46b2a401e1d6ac84c8e060ea3e318fc8de1be7e35f7b1827eaac01fed4
+size 1333516
diff --git a/CANTEMIST/validation.parquet b/CANTEMIST/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..96284b43663dc8ea351edbbb540159d8e73d9fde
--- /dev/null
+++ b/CANTEMIST/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e5a77b6ecfb12b8d88f1383320081737d055df96c62098093d35ae64fd5107d
+size 1226775
diff --git a/CLEANANERCorp/LICENSE b/CLEANANERCorp/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..f288702d2fa16d3cdf0035b15a9fcbc552cd88e7
--- /dev/null
+++ b/CLEANANERCorp/LICENSE
@@ -0,0 +1,674 @@
+                    GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU General Public License is a free, copyleft license for
+software and other kinds of works.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+the GNU General Public License is intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.  We, the Free Software Foundation, use the
+GNU General Public License for most of our software; it applies also to
+any other work released this way by its authors.  You can apply it to
+your programs, too.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+  To protect your rights, we need to prevent others from denying you
+these rights or asking you to surrender the rights.  Therefore, you have
+certain responsibilities if you distribute copies of the software, or if
+you modify it: responsibilities to respect the freedom of others.
+
+  For example, if you distribute copies of such a program, whether
+gratis or for a fee, you must pass on to the recipients the same
+freedoms that you received.  You must make sure that they, too, receive
+or can get the source code.  And you must show them these terms so they
+know their rights.
+
+  Developers that use the GNU GPL protect your rights with two steps:
+(1) assert copyright on the software, and (2) offer you this License
+giving you legal permission to copy, distribute and/or modify it.
+
+  For the developers' and authors' protection, the GPL clearly explains
+that there is no warranty for this free software.  For both users' and
+authors' sake, the GPL requires that modified versions be marked as
+changed, so that their problems will not be attributed erroneously to
+authors of previous versions.
+
+  Some devices are designed to deny users access to install or run
+modified versions of the software inside them, although the manufacturer
+can do so.  This is fundamentally incompatible with the aim of
+protecting users' freedom to change the software.  The systematic
+pattern of such abuse occurs in the area of products for individuals to
+use, which is precisely where it is most unacceptable.  Therefore, we
+have designed this version of the GPL to prohibit the practice for those
+products.  If such problems arise substantially in other domains, we
+stand ready to extend this provision to those domains in future versions
+of the GPL, as needed to protect the freedom of users.
+
+  Finally, every program is threatened constantly by software patents.
+States should not allow patents to restrict development and use of
+software on general-purpose computers, but in those that do, we wish to
+avoid the special danger that patents applied to a free program could
+make it effectively proprietary.  To prevent this, the GPL assures that
+patents cannot be used to render the program non-free.
+
+  The precise terms and conditions for copying, distribution and
+modification follow.
+
+                       TERMS AND CONDITIONS
+
+  0. Definitions.
+
+  "This License" refers to version 3 of the GNU General Public License.
+
+  "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+  "The Program" refers to any copyrightable work licensed under this
+License.  Each licensee is addressed as "you".  "Licensees" and
+"recipients" may be individuals or organizations.
+
+  To "modify" a work means to copy from or adapt all or part of the work
+in a fashion requiring copyright permission, other than the making of an
+exact copy.  The resulting work is called a "modified version" of the
+earlier work or a work "based on" the earlier work.
+
+  A "covered work" means either the unmodified Program or a work based
+on the Program.
+
+  To "propagate" a work means to do anything with it that, without
+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
+computer or modifying a private copy.  Propagation includes copying,
+distribution (with or without modification), making available to the
+public, and in some countries other activities as well.
+
+  To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies.  Mere interaction with a user through
+a computer network, with no transfer of a copy, is not conveying.
+
+  An interactive user interface displays "Appropriate Legal Notices"
+to the extent that it includes a convenient and prominently visible
+feature that (1) displays an appropriate copyright notice, and (2)
+tells the user that there is no warranty for the work (except to the
+extent that warranties are provided), that licensees may convey the
+work under this License, and how to view a copy of this License.  If
+the interface presents a list of user commands or options, such as a
+menu, a prominent item in the list meets this criterion.
+
+  1. Source Code.
+
+  The "source code" for a work means the preferred form of the work
+for making modifications to it.  "Object code" means any non-source
+form of a work.
+
+  A "Standard Interface" means an interface that either is an official
+standard defined by a recognized standards body, or, in the case of
+interfaces specified for a particular programming language, one that
+is widely used among developers working in that language.
+
+  The "System Libraries" of an executable work include anything, other
+than the work as a whole, that (a) is included in the normal form of
+packaging a Major Component, but which is not part of that Major
+Component, and (b) serves only to enable use of the work with that
+Major Component, or to implement a Standard Interface for which an
+implementation is available to the public in source code form.  A
+"Major Component", in this context, means a major essential component
+(kernel, window system, and so on) of the specific operating system
+(if any) on which the executable work runs, or a compiler used to
+produce the work, or an object code interpreter used to run it.
+
+  The "Corresponding Source" for a work in object code form means all
+the source code needed to generate, install, and (for an executable
+work) run the object code and to modify the work, including scripts to
+control those activities.  However, it does not include the work's
+System Libraries, or general-purpose tools or generally available free
+programs which are used unmodified in performing those activities but
+which are not part of the work.  For example, Corresponding Source
+includes interface definition files associated with source files for
+the work, and the source code for shared libraries and dynamically
+linked subprograms that the work is specifically designed to require,
+such as by intimate data communication or control flow between those
+subprograms and other parts of the work.
+
+  The Corresponding Source need not include anything that users
+can regenerate automatically from other parts of the Corresponding
+Source.
+
+  The Corresponding Source for a work in source code form is that
+same work.
+
+  2. Basic Permissions.
+
+  All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
+covered work is covered by this License only if the output, given its
+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+  You may make, run and propagate covered works that you do not
+convey, without conditions so long as your license otherwise remains
+in force.  You may convey covered works to others for the sole purpose
+of having them make modifications exclusively for you, or provide you
+with facilities for running those works, provided that you comply with
+the terms of this License in conveying all material for which you do
+not control copyright.  Those thus making or running the covered works
+for you must do so exclusively on your behalf, under your direction
+and control, on terms that prohibit them from making any copies of
+your copyrighted material outside their relationship with you.
+
+  Conveying under any other circumstances is permitted solely under
+the conditions stated below.  Sublicensing is not allowed; section 10
+makes it unnecessary.
+
+  3. Protecting Users' Legal Rights From Anti-Circumvention Law.
+
+  No covered work shall be deemed part of an effective technological
+measure under any applicable law fulfilling obligations under article
+11 of the WIPO copyright treaty adopted on 20 December 1996, or
+similar laws prohibiting or restricting circumvention of such
+measures.
+
+  When you convey a covered work, you waive any legal power to forbid
+circumvention of technological measures to the extent such circumvention
+is effected by exercising rights under this License with respect to
+the covered work, and you disclaim any intention to limit operation or
+modification of the work as a means of enforcing, against the work's
+users, your or third parties' legal rights to forbid circumvention of
+technological measures.
+
+  4. Conveying Verbatim Copies.
+
+  You may convey verbatim copies of the Program's source code as you
+receive it, in any medium, provided that you conspicuously and
+appropriately publish on each copy an appropriate copyright notice;
+keep intact all notices stating that this License and any
+non-permissive terms added in accord with section 7 apply to the code;
+keep intact all notices of the absence of any warranty; and give all
+recipients a copy of this License along with the Program.
+
+  You may charge any price or no price for each copy that you convey,
+and you may offer support or warranty protection for a fee.
+
+  5. Conveying Modified Source Versions.
+
+  You may convey a work based on the Program, or the modifications to
+produce it from the Program, in the form of source code under the
+terms of section 4, provided that you also meet all of these conditions:
+
+    a) The work must carry prominent notices stating that you modified
+    it, and giving a relevant date.
+
+    b) The work must carry prominent notices stating that it is
+    released under this License and any conditions added under section
+    7.  This requirement modifies the requirement in section 4 to
+    "keep intact all notices".
+
+    c) You must license the entire work, as a whole, under this
+    License to anyone who comes into possession of a copy.  This
+    License will therefore apply, along with any applicable section 7
+    additional terms, to the whole of the work, and all its parts,
+    regardless of how they are packaged.  This License gives no
+    permission to license the work in any other way, but it does not
+    invalidate such permission if you have separately received it.
+
+    d) If the work has interactive user interfaces, each must display
+    Appropriate Legal Notices; however, if the Program has interactive
+    interfaces that do not display Appropriate Legal Notices, your
+    work need not make them do so.
+
+  A compilation of a covered work with other separate and independent
+works, which are not by their nature extensions of the covered work,
+and which are not combined with it such as to form a larger program,
+in or on a volume of a storage or distribution medium, is called an
+"aggregate" if the compilation and its resulting copyright are not
+used to limit the access or legal rights of the compilation's users
+beyond what the individual works permit.  Inclusion of a covered work
+in an aggregate does not cause this License to apply to the other
+parts of the aggregate.
+
+  6. Conveying Non-Source Forms.
+
+  You may convey a covered work in object code form under the terms
+of sections 4 and 5, provided that you also convey the
+machine-readable Corresponding Source under the terms of this License,
+in one of these ways:
+
+    a) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by the
+    Corresponding Source fixed on a durable physical medium
+    customarily used for software interchange.
+
+    b) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by a
+    written offer, valid for at least three years and valid for as
+    long as you offer spare parts or customer support for that product
+    model, to give anyone who possesses the object code either (1) a
+    copy of the Corresponding Source for all the software in the
+    product that is covered by this License, on a durable physical
+    medium customarily used for software interchange, for a price no
+    more than your reasonable cost of physically performing this
+    conveying of source, or (2) access to copy the
+    Corresponding Source from a network server at no charge.
+
+    c) Convey individual copies of the object code with a copy of the
+    written offer to provide the Corresponding Source.  This
+    alternative is allowed only occasionally and noncommercially, and
+    only if you received the object code with such an offer, in accord
+    with subsection 6b.
+
+    d) Convey the object code by offering access from a designated
+    place (gratis or for a charge), and offer equivalent access to the
+    Corresponding Source in the same way through the same place at no
+    further charge.  You need not require recipients to copy the
+    Corresponding Source along with the object code.  If the place to
+    copy the object code is a network server, the Corresponding Source
+    may be on a different server (operated by you or a third party)
+    that supports equivalent copying facilities, provided you maintain
+    clear directions next to the object code saying where to find the
+    Corresponding Source.  Regardless of what server hosts the
+    Corresponding Source, you remain obligated to ensure that it is
+    available for as long as needed to satisfy these requirements.
+
+    e) Convey the object code using peer-to-peer transmission, provided
+    you inform other peers where the object code and Corresponding
+    Source of the work are being offered to the general public at no
+    charge under subsection 6d.
+
+  A separable portion of the object code, whose source code is excluded
+from the Corresponding Source as a System Library, need not be
+included in conveying the object code work.
+
+  A "User Product" is either (1) a "consumer product", which means any
+tangible personal property which is normally used for personal, family,
+or household purposes, or (2) anything designed or sold for incorporation
+into a dwelling.  In determining whether a product is a consumer product,
+doubtful cases shall be resolved in favor of coverage.  For a particular
+product received by a particular user, "normally used" refers to a
+typical or common use of that class of product, regardless of the status
+of the particular user or of the way in which the particular user
+actually uses, or expects or is expected to use, the product.  A product
+is a consumer product regardless of whether the product has substantial
+commercial, industrial or non-consumer uses, unless such uses represent
+the only significant mode of use of the product.
+
+  "Installation Information" for a User Product means any methods,
+procedures, authorization keys, or other information required to install
+and execute modified versions of a covered work in that User Product from
+a modified version of its Corresponding Source.  The information must
+suffice to ensure that the continued functioning of the modified object
+code is in no case prevented or interfered with solely because
+modification has been made.
+
+  If you convey an object code work under this section in, or with, or
+specifically for use in, a User Product, and the conveying occurs as
+part of a transaction in which the right of possession and use of the
+User Product is transferred to the recipient in perpetuity or for a
+fixed term (regardless of how the transaction is characterized), the
+Corresponding Source conveyed under this section must be accompanied
+by the Installation Information.  But this requirement does not apply
+if neither you nor any third party retains the ability to install
+modified object code on the User Product (for example, the work has
+been installed in ROM).
+
+  The requirement to provide Installation Information does not include a
+requirement to continue to provide support service, warranty, or updates
+for a work that has been modified or installed by the recipient, or for
+the User Product in which it has been modified or installed.  Access to a
+network may be denied when the modification itself materially and
+adversely affects the operation of the network or violates the rules and
+protocols for communication across the network.
+
+  Corresponding Source conveyed, and Installation Information provided,
+in accord with this section must be in a format that is publicly
+documented (and with an implementation available to the public in
+source code form), and must require no special password or key for
+unpacking, reading or copying.
+
+  7. Additional Terms.
+
+  "Additional permissions" are terms that supplement the terms of this
+License by making exceptions from one or more of its conditions.
+Additional permissions that are applicable to the entire Program shall
+be treated as though they were included in this License, to the extent
+that they are valid under applicable law.  If additional permissions
+apply only to part of the Program, that part may be used separately
+under those permissions, but the entire Program remains governed by
+this License without regard to the additional permissions.
+
+  When you convey a copy of a covered work, you may at your option
+remove any additional permissions from that copy, or from any part of
+it.  (Additional permissions may be written to require their own
+removal in certain cases when you modify the work.)  You may place
+additional permissions on material, added by you to a covered work,
+for which you have or can give appropriate copyright permission.
+
+  Notwithstanding any other provision of this License, for material you
+add to a covered work, you may (if authorized by the copyright holders of
+that material) supplement the terms of this License with terms:
+
+    a) Disclaiming warranty or limiting liability differently from the
+    terms of sections 15 and 16 of this License; or
+
+    b) Requiring preservation of specified reasonable legal notices or
+    author attributions in that material or in the Appropriate Legal
+    Notices displayed by works containing it; or
+
+    c) Prohibiting misrepresentation of the origin of that material, or
+    requiring that modified versions of such material be marked in
+    reasonable ways as different from the original version; or
+
+    d) Limiting the use for publicity purposes of names of licensors or
+    authors of the material; or
+
+    e) Declining to grant rights under trademark law for use of some
+    trade names, trademarks, or service marks; or
+
+    f) Requiring indemnification of licensors and authors of that
+    material by anyone who conveys the material (or modified versions of
+    it) with contractual assumptions of liability to the recipient, for
+    any liability that these contractual assumptions directly impose on
+    those licensors and authors.
+
+  All other non-permissive additional terms are considered "further
+restrictions" within the meaning of section 10.  If the Program as you
+received it, or any part of it, contains a notice stating that it is
+governed by this License along with a term that is a further
+restriction, you may remove that term.  If a license document contains
+a further restriction but permits relicensing or conveying under this
+License, you may add to a covered work material governed by the terms
+of that license document, provided that the further restriction does
+not survive such relicensing or conveying.
+
+  If you add terms to a covered work in accord with this section, you
+must place, in the relevant source files, a statement of the
+additional terms that apply to those files, or a notice indicating
+where to find the applicable terms.
+
+  Additional terms, permissive or non-permissive, may be stated in the
+form of a separately written license, or stated as exceptions;
+the above requirements apply either way.
+
+  8. Termination.
+
+  You may not propagate or modify a covered work except as expressly
+provided under this License.  Any attempt otherwise to propagate or
+modify it is void, and will automatically terminate your rights under
+this License (including any patent licenses granted under the third
+paragraph of section 11).
+
+  However, if you cease all violation of this License, then your
+license from a particular copyright holder is reinstated (a)
+provisionally, unless and until the copyright holder explicitly and
+finally terminates your license, and (b) permanently, if the copyright
+holder fails to notify you of the violation by some reasonable means
+prior to 60 days after the cessation.
+
+  Moreover, your license from a particular copyright holder is
+reinstated permanently if the copyright holder notifies you of the
+violation by some reasonable means, this is the first time you have
+received notice of violation of this License (for any work) from that
+copyright holder, and you cure the violation prior to 30 days after
+your receipt of the notice.
+
+  Termination of your rights under this section does not terminate the
+licenses of parties who have received copies or rights from you under
+this License.  If your rights have been terminated and not permanently
+reinstated, you do not qualify to receive new licenses for the same
+material under section 10.
+
+  9. Acceptance Not Required for Having Copies.
+
+  You are not required to accept this License in order to receive or
+run a copy of the Program.  Ancillary propagation of a covered work
+occurring solely as a consequence of using peer-to-peer transmission
+to receive a copy likewise does not require acceptance.  However,
+nothing other than this License grants you permission to propagate or
+modify any covered work.  These actions infringe copyright if you do
+not accept this License.  Therefore, by modifying or propagating a
+covered work, you indicate your acceptance of this License to do so.
+
+  10. Automatic Licensing of Downstream Recipients.
+
+  Each time you convey a covered work, the recipient automatically
+receives a license from the original licensors, to run, modify and
+propagate that work, subject to this License.  You are not responsible
+for enforcing compliance by third parties with this License.
+
+  An "entity transaction" is a transaction transferring control of an
+organization, or substantially all assets of one, or subdividing an
+organization, or merging organizations.  If propagation of a covered
+work results from an entity transaction, each party to that
+transaction who receives a copy of the work also receives whatever
+licenses to the work the party's predecessor in interest had or could
+give under the previous paragraph, plus a right to possession of the
+Corresponding Source of the work from the predecessor in interest, if
+the predecessor has it or can get it with reasonable efforts.
+
+  You may not impose any further restrictions on the exercise of the
+rights granted or affirmed under this License.  For example, you may
+not impose a license fee, royalty, or other charge for exercise of
+rights granted under this License, and you may not initiate litigation
+(including a cross-claim or counterclaim in a lawsuit) alleging that
+any patent claim is infringed by making, using, selling, offering for
+sale, or importing the Program or any portion of it.
+
+  11. Patents.
+
+  A "contributor" is a copyright holder who authorizes use under this
+License of the Program or a work on which the Program is based.  The
+work thus licensed is called the contributor's "contributor version".
+
+  A contributor's "essential patent claims" are all patent claims
+owned or controlled by the contributor, whether already acquired or
+hereafter acquired, that would be infringed by some manner, permitted
+by this License, of making, using, or selling its contributor version,
+but do not include claims that would be infringed only as a
+consequence of further modification of the contributor version.  For
+purposes of this definition, "control" includes the right to grant
+patent sublicenses in a manner consistent with the requirements of
+this License.
+
+  Each contributor grants you a non-exclusive, worldwide, royalty-free
+patent license under the contributor's essential patent claims, to
+make, use, sell, offer for sale, import and otherwise run, modify and
+propagate the contents of its contributor version.
+
+  In the following three paragraphs, a "patent license" is any express
+agreement or commitment, however denominated, not to enforce a patent
+(such as an express permission to practice a patent or covenant not to
+sue for patent infringement).  To "grant" such a patent license to a
+party means to make such an agreement or commitment not to enforce a
+patent against the party.
+
+  If you convey a covered work, knowingly relying on a patent license,
+and the Corresponding Source of the work is not available for anyone
+to copy, free of charge and under the terms of this License, through a
+publicly available network server or other readily accessible means,
+then you must either (1) cause the Corresponding Source to be so
+available, or (2) arrange to deprive yourself of the benefit of the
+patent license for this particular work, or (3) arrange, in a manner
+consistent with the requirements of this License, to extend the patent
+license to downstream recipients.  "Knowingly relying" means you have
+actual knowledge that, but for the patent license, your conveying the
+covered work in a country, or your recipient's use of the covered work
+in a country, would infringe one or more identifiable patents in that
+country that you have reason to believe are valid.
+
+  If, pursuant to or in connection with a single transaction or
+arrangement, you convey, or propagate by procuring conveyance of, a
+covered work, and grant a patent license to some of the parties
+receiving the covered work authorizing them to use, propagate, modify
+or convey a specific copy of the covered work, then the patent license
+you grant is automatically extended to all recipients of the covered
+work and works based on it.
+
+  A patent license is "discriminatory" if it does not include within
+the scope of its coverage, prohibits the exercise of, or is
+conditioned on the non-exercise of one or more of the rights that are
+specifically granted under this License.  You may not convey a covered
+work if you are a party to an arrangement with a third party that is
+in the business of distributing software, under which you make payment
+to the third party based on the extent of your activity of conveying
+the work, and under which the third party grants, to any of the
+parties who would receive the covered work from you, a discriminatory
+patent license (a) in connection with copies of the covered work
+conveyed by you (or copies made from those copies), or (b) primarily
+for and in connection with specific products or compilations that
+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+  12. No Surrender of Others' Freedom.
+
+  If conditions are imposed on you (whether by court order, agreement or
+otherwise) that contradict the conditions of this License, they do not
+excuse you from the conditions of this License.  If you cannot convey a
+covered work so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you may
+not convey it at all.  For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+  13. Use with the GNU Affero General Public License.
+
+  Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU Affero General Public License into a single
+combined work, and to convey the resulting work.  The terms of this
+License will continue to apply to the part which is the covered work,
+but the special requirements of the GNU Affero General Public License,
+section 13, concerning interaction through a network will apply to the
+combination as such.
+
+  14. Revised Versions of this License.
+
+  The Free Software Foundation may publish revised and/or new versions of
+the GNU General Public License from time to time.  Such new versions will
+be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+  Each version is given a distinguishing version number.  If the
+Program specifies that a certain numbered version of the GNU General
+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation.  If the Program does not specify a version number of the
+GNU General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+  If the Program specifies that a proxy can decide which future
+versions of the GNU General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+  Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
+OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU General Public License for more details.
+
+    You should have received a copy of the GNU General Public License
+    along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+    <program>  Copyright (C) <year>  <name of author>
+    This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+    This is free software, and you are welcome to redistribute it
+    under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License.  Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<https://www.gnu.org/licenses/>.
+
+  The GNU General Public License does not permit incorporating your program
+into proprietary programs.  If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library.  If this is what you want to do, use the GNU Lesser General
+Public License instead of this License.  But first, please read
+<https://www.gnu.org/licenses/why-not-lgpl.html>.
diff --git a/CLEANANERCorp/test.parquet b/CLEANANERCorp/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d798dd5047d58328de75d793b263469bb24656fb
--- /dev/null
+++ b/CLEANANERCorp/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cbdac91bbeb15584430214029fe66b5f32d3b155766d7d366d7f30d9987a42e8
+size 228388
diff --git a/CLEANANERCorp/train.parquet b/CLEANANERCorp/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..592d428e30be67a97da4b4081fec6e6d36b1ab57
--- /dev/null
+++ b/CLEANANERCorp/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:afa9bb61b7758485b593a203bb894c8564a07811291ad932a6c30addf3c52dc3
+size 1036888
diff --git a/CrossNER--ai/test.parquet b/CrossNER--ai/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..200d1e356e6ef73346d918a08d85f1bcdcda0bea
--- /dev/null
+++ b/CrossNER--ai/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55a1b9d3a90d6807a87cbe0d901a590ccc1e9ad2b2fdfdef975401952a409a00
+size 103601
diff --git a/CrossNER--ai/train.parquet b/CrossNER--ai/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a171b8e20ab38de8352c5a736759f6712b12c3a4
--- /dev/null
+++ b/CrossNER--ai/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b23135222d335800323f37810fe2b4dbcef8a11f105eab3e673694b52276b94
+size 38646
diff --git a/CrossNER--ai/validation.parquet b/CrossNER--ai/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..da65313ae1ce4b35a3889ee391a816fbdc7cdb50
--- /dev/null
+++ b/CrossNER--ai/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e6a56429fcfdb41715ec582ffc2e8567d9ef4b69217200d270dc23b9f193bb46
+size 89486
diff --git a/CrossNER--literature/test.parquet b/CrossNER--literature/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..1b5f3ed5e96cfc969281964fa1e81e303f4c341f
--- /dev/null
+++ b/CrossNER--literature/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ea1eedd0d5ab2ecf5f585330ed5a1060ef1c8b4a49f258c470275578e0c5e63
+size 125218
diff --git a/CrossNER--literature/train.parquet b/CrossNER--literature/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b40f66c539d4740d429e5fca53e735787cdd98df
--- /dev/null
+++ b/CrossNER--literature/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8226dbe3ecf242bbbcd28d11492d421cc4d4c1400648a8b176ba6e0a87391a2b
+size 37909
diff --git a/CrossNER--literature/validation.parquet b/CrossNER--literature/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..046a06d329a4785f9eac7b08283219325b270292
--- /dev/null
+++ b/CrossNER--literature/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3eb2ccd2ea836db93181b9bf7ed6625ad65829069cdfa832ddbc7c190922b142
+size 117321
diff --git a/CrossNER--music/test.parquet b/CrossNER--music/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..2a6fede33e82a99654b782ffe483783911ab1126
--- /dev/null
+++ b/CrossNER--music/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f69e8a9828bddef83d32ede54938fcef7590e8571032be7ab0ceee8a537047b
+size 146756
diff --git a/CrossNER--music/train.parquet b/CrossNER--music/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c9a77d61a6a96c55964c9d077bbc95f054310a6c
--- /dev/null
+++ b/CrossNER--music/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:089a7c5ae761876593df69ce3a36fdeba1e363dacd03ea1a351088bf7c1a753d
+size 37226
diff --git a/CrossNER--music/validation.parquet b/CrossNER--music/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..feb657f5289986009942a01ea9d8fc3949761964
--- /dev/null
+++ b/CrossNER--music/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d20e8c4e5ac646d369940de04c8f91527fcd1ee387ec065596724da42099a80c
+size 121037
diff --git a/CrossNER--politics/test.parquet b/CrossNER--politics/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..35cca60fd2c3669229ce344fadd74423d41b5a91
--- /dev/null
+++ b/CrossNER--politics/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:266aeed481cfe82e8ad7032bd598f957f67415aa78f8752615e67921fb9f4889
+size 193327
diff --git a/CrossNER--politics/train.parquet b/CrossNER--politics/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..4b4c15f2c2fe50cb04a95661abb7b742ac51d674
--- /dev/null
+++ b/CrossNER--politics/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:385d16813a51bff822d8357f235d9e477ba791734686027606051f42bb841e69
+size 68588
diff --git a/CrossNER--politics/validation.parquet b/CrossNER--politics/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..dd34de4aded551641dab307fedc3724f9306ccea
--- /dev/null
+++ b/CrossNER--politics/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:feaa8c3d14620517a15a57d8bce1e2971131aa3a94244b579249624496af6938
+size 166387
diff --git a/CrossNER--science/test.parquet b/CrossNER--science/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f4b07d72927a49ef46fb873cdd14438111033444
--- /dev/null
+++ b/CrossNER--science/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:89496efa80468b55160aad9726876b0f2661d40d599f448420b88b7d8e4b5bed
+size 154344
diff --git a/CrossNER--science/train.parquet b/CrossNER--science/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..40412886f5e3783e9d0acc4ab33949e5569d7563
--- /dev/null
+++ b/CrossNER--science/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cb3e4ecee92efb85c8642ee782438407130610810a8bc367cf0b995b0b525b94
+size 64155
diff --git a/CrossNER--science/validation.parquet b/CrossNER--science/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..376c763676251ddf850a7b00b82f6e66e6a160b0
--- /dev/null
+++ b/CrossNER--science/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc09a78fa75c8f1179496601ebb7001c9693277064a3ecf353f3e1022a1d112a
+size 130046
diff --git a/E-NER/test.parquet b/E-NER/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..2582a34ba39c1e3c4872165ad18f3a74546a6664
--- /dev/null
+++ b/E-NER/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9380b830a4a97d66f1f02e727fb18d267a8ae258a53e6e1db85eb9026d632cb0
+size 1685082
diff --git a/FabNER/test.parquet b/FabNER/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..1deb3a9ef0cfdba9bcea80eea6fecec22577c71a
--- /dev/null
+++ b/FabNER/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:07429969fd70ecdc641a9f33f08224bb97d0ff308085da3753e0862122f852aa
+size 381097
diff --git a/FabNER/train.parquet b/FabNER/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c47e92fd7e6ce7acadee051edc051a832e8fdbde
--- /dev/null
+++ b/FabNER/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7805723fbec42e7f00015a4bce6dd49d67efa8c68f336aa940f58ef7423079d2
+size 1741833
diff --git a/FabNER/validation.parquet b/FabNER/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..04b8e3623e3955b4879d99d0cad58e1f2ad14d51
--- /dev/null
+++ b/FabNER/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a9602a1eaf0f0b8e696c719f9bceec0b63b35d6faa122da26365e212cf1d2354
+size 379765
diff --git a/Few-NERD--inter/test.parquet b/Few-NERD--inter/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..742795bb7743d3885bc429c3622f5b3d11eef930
--- /dev/null
+++ b/Few-NERD--inter/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e43715262d48ca3fb9566c3e6c62db6128fc342670f0d1f69028c774633465c6
+size 2459242
diff --git a/Few-NERD--inter/train.parquet b/Few-NERD--inter/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0f0e446f2cc6f42a11a157b81b7ba6637a095adc
--- /dev/null
+++ b/Few-NERD--inter/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ccf213c0391654e3b9699217f504f4943a99c308d423a0d6afd1874715004c7
+size 26136523
diff --git a/Few-NERD--inter/validation.parquet b/Few-NERD--inter/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c82b01a8c298bea506ac77d9087d42324890ef58
--- /dev/null
+++ b/Few-NERD--inter/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:523f93d1a0daa3c3022786e56ebb2092d2fe689422bb6dfd2b89fb795dfce72d
+size 3338499
diff --git a/Few-NERD--intra/test.parquet b/Few-NERD--intra/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..58c4257a831ced9781c98cc77d4c7c54676b40f7
--- /dev/null
+++ b/Few-NERD--intra/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d15bdb5818075518d1a7cd0f2b5828067339e06d68b64b69f3c48b1e3fc4f79f
+size 7930801
diff --git a/Few-NERD--intra/train.parquet b/Few-NERD--intra/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b7f83ee16d43a24cd7c268b4b25bf028c8909a47
--- /dev/null
+++ b/Few-NERD--intra/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:80f35e4e01d4bb00974aea26c79cf0d5f99075a827886cb6be21821bd368b6d7
+size 19741618
diff --git a/Few-NERD--intra/validation.parquet b/Few-NERD--intra/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..02a6de69c11733ee8369bbf4f313a9840e0303b5
--- /dev/null
+++ b/Few-NERD--intra/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c67a6b0cdb4a46584733061c8655b1b83339097b688841d5f5f1fdd2d02da4d
+size 3516310
diff --git a/Few-NERD--supervised/test.parquet b/Few-NERD--supervised/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b5122ed8413811298be260845a6c6e60345a7851
--- /dev/null
+++ b/Few-NERD--supervised/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:939b99bc34a3f0dd67874015203c47d4a62e092b161d4ccd085cd03c58e4ea41
+size 7817831
diff --git a/Few-NERD--supervised/train.parquet b/Few-NERD--supervised/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c844ed94f53e4d633efd25e9c366e6819f16eb46
--- /dev/null
+++ b/Few-NERD--supervised/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7bed55276751ce78780377b2fa7f33baba6a8633d753545db835d6a2c79677b
+size 27312748
diff --git a/Few-NERD--supervised/validation.parquet b/Few-NERD--supervised/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..85eb98d1b0bf585b683287fa851f731b31d15cdc
--- /dev/null
+++ b/Few-NERD--supervised/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a76738522b64b33729839bde2380f2fdaa56478d82543d4af65ea600dd8b58f
+size 3954161
diff --git a/FiNER-139/test.parquet b/FiNER-139/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b5c5b2517e3c9ad75ca742710fcc833e1b47e774
--- /dev/null
+++ b/FiNER-139/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ff3b7bac8cdc1db2bce74f6e20ab8dbdd580a6ceaa18fc19c1ec013a1c7092f5
+size 19663511
diff --git a/FiNER-139/train.parquet b/FiNER-139/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0aa2e9d3ee68facb1d29ae08e3a165052db5ca1b
--- /dev/null
+++ b/FiNER-139/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:33505c75d435810cb1dbad242a40bd1ea7e9a3738e97b3077a6635970f2375ef
+size 153621912
diff --git a/FiNER-139/validation.parquet b/FiNER-139/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7368195204298fa7418dbfb041fc63a2a94f98ec
--- /dev/null
+++ b/FiNER-139/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4b3519af664e0bc427f80e8cb47277a6cdddc2fc9a2bacec52dffb8b8837e1fe
+size 20522381
diff --git a/FiNER-ORD/test.parquet b/FiNER-ORD/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..31aec817d853df2611057f67e25e6f15dc5f854a
--- /dev/null
+++ b/FiNER-ORD/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:382efe35b85aadf77e0a9317df8ee9f859a08e496ad1bd06bb48db1cc82c8b4a
+size 173318
diff --git a/FiNER-ORD/train.parquet b/FiNER-ORD/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ee9eab0a56fc455b8747d8c3cf639441b2ad44e3
--- /dev/null
+++ b/FiNER-ORD/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2c516138366b8e3421025e2fab5286239ff2dd626a211828c3c94242e528da3a
+size 470587
diff --git a/FiNER-ORD/validation.parquet b/FiNER-ORD/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6f8c0d0b9ef9de70bb9b7825698bd5341b2cfe7b
--- /dev/null
+++ b/FiNER-ORD/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c20cd1d63b7f8e44dbca501c5ae0ca0918ddad93b8f4a1f007f49f2f2e74abfe
+size 74524
diff --git a/FoNE/test.parquet b/FoNE/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..4f30aee61b68fa1f89a346b1be7bf5af8ba38f10
--- /dev/null
+++ b/FoNE/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:89039aeb8cfb66c3738f9e787a35676ffeb57b23c26429ad0a7ff62d00334d27
+size 770727
diff --git a/German-LER/test.parquet b/German-LER/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3d666f17517060d67573fc292ed5c60c551e924a
--- /dev/null
+++ b/German-LER/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4a8cea8a8f5f5588e18c339dad87ce775cc4fe6668d1f36bddc5adfd0bbb42c2
+size 1460049
diff --git a/German-LER/train.parquet b/German-LER/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..84b50c28dfc61b6984924f7c2294248a6ceb6053
--- /dev/null
+++ b/German-LER/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:671d3eee6f036e8ff5adfa8832538d22f5783ddbd7e82275e5b36e22acba8ccb
+size 11325424
diff --git a/German-LER/validation.parquet b/German-LER/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0dc799bf54d3c8ad5be78937aa4c96a8be0ad760
--- /dev/null
+++ b/German-LER/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c1458bd97b39c4c0eeeeda41cbe77ae4fd43218ee044172327b0bb2b0f0d86a9
+size 1438988
diff --git a/Herodotos-Project-NER--civil_wars/LICENSE b/Herodotos-Project-NER--civil_wars/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..dbbe3558157f5861bff35dcb37b328b679b0ccfd
--- /dev/null
+++ b/Herodotos-Project-NER--civil_wars/LICENSE
@@ -0,0 +1,661 @@
+                    GNU AFFERO GENERAL PUBLIC LICENSE
+                       Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU Affero General Public License is a free, copyleft license for
+software and other kinds of works, specifically designed to ensure
+cooperation with the community in the case of network server software.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+our General Public Licenses are intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+  Developers that use our General Public Licenses protect your rights
+with two steps: (1) assert copyright on the software, and (2) offer
+you this License which gives you legal permission to copy, distribute
+and/or modify the software.
+
+  A secondary benefit of defending all users' freedom is that
+improvements made in alternate versions of the program, if they
+receive widespread use, become available for other developers to
+incorporate.  Many developers of free software are heartened and
+encouraged by the resulting cooperation.  However, in the case of
+software used on network servers, this result may fail to come about.
+The GNU General Public License permits making a modified version and
+letting the public access it on a server without ever releasing its
+source code to the public.
+
+  The GNU Affero General Public License is designed specifically to
+ensure that, in such cases, the modified source code becomes available
+to the community.  It requires the operator of a network server to
+provide the source code of the modified version running there to the
+users of that server.  Therefore, public use of a modified version, on
+a publicly accessible server, gives the public access to the source
+code of the modified version.
+
+  An older license, called the Affero General Public License and
+published by Affero, was designed to accomplish similar goals.  This is
+a different license, not a version of the Affero GPL, but Affero has
+released a new version of the Affero GPL which permits relicensing under
+this license.
+
+  The precise terms and conditions for copying, distribution and
+modification follow.
+
+                       TERMS AND CONDITIONS
+
+  0. Definitions.
+
+  "This License" refers to version 3 of the GNU Affero General Public License.
+
+  "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+  "The Program" refers to any copyrightable work licensed under this
+License.  Each licensee is addressed as "you".  "Licensees" and
+"recipients" may be individuals or organizations.
+
+  To "modify" a work means to copy from or adapt all or part of the work
+in a fashion requiring copyright permission, other than the making of an
+exact copy.  The resulting work is called a "modified version" of the
+earlier work or a work "based on" the earlier work.
+
+  A "covered work" means either the unmodified Program or a work based
+on the Program.
+
+  To "propagate" a work means to do anything with it that, without
+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
+computer or modifying a private copy.  Propagation includes copying,
+distribution (with or without modification), making available to the
+public, and in some countries other activities as well.
+
+  To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies.  Mere interaction with a user through
+a computer network, with no transfer of a copy, is not conveying.
+
+  An interactive user interface displays "Appropriate Legal Notices"
+to the extent that it includes a convenient and prominently visible
+feature that (1) displays an appropriate copyright notice, and (2)
+tells the user that there is no warranty for the work (except to the
+extent that warranties are provided), that licensees may convey the
+work under this License, and how to view a copy of this License.  If
+the interface presents a list of user commands or options, such as a
+menu, a prominent item in the list meets this criterion.
+
+  1. Source Code.
+
+  The "source code" for a work means the preferred form of the work
+for making modifications to it.  "Object code" means any non-source
+form of a work.
+
+  A "Standard Interface" means an interface that either is an official
+standard defined by a recognized standards body, or, in the case of
+interfaces specified for a particular programming language, one that
+is widely used among developers working in that language.
+
+  The "System Libraries" of an executable work include anything, other
+than the work as a whole, that (a) is included in the normal form of
+packaging a Major Component, but which is not part of that Major
+Component, and (b) serves only to enable use of the work with that
+Major Component, or to implement a Standard Interface for which an
+implementation is available to the public in source code form.  A
+"Major Component", in this context, means a major essential component
+(kernel, window system, and so on) of the specific operating system
+(if any) on which the executable work runs, or a compiler used to
+produce the work, or an object code interpreter used to run it.
+
+  The "Corresponding Source" for a work in object code form means all
+the source code needed to generate, install, and (for an executable
+work) run the object code and to modify the work, including scripts to
+control those activities.  However, it does not include the work's
+System Libraries, or general-purpose tools or generally available free
+programs which are used unmodified in performing those activities but
+which are not part of the work.  For example, Corresponding Source
+includes interface definition files associated with source files for
+the work, and the source code for shared libraries and dynamically
+linked subprograms that the work is specifically designed to require,
+such as by intimate data communication or control flow between those
+subprograms and other parts of the work.
+
+  The Corresponding Source need not include anything that users
+can regenerate automatically from other parts of the Corresponding
+Source.
+
+  The Corresponding Source for a work in source code form is that
+same work.
+
+  2. Basic Permissions.
+
+  All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
+covered work is covered by this License only if the output, given its
+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+  You may make, run and propagate covered works that you do not
+convey, without conditions so long as your license otherwise remains
+in force.  You may convey covered works to others for the sole purpose
+of having them make modifications exclusively for you, or provide you
+with facilities for running those works, provided that you comply with
+the terms of this License in conveying all material for which you do
+not control copyright.  Those thus making or running the covered works
+for you must do so exclusively on your behalf, under your direction
+and control, on terms that prohibit them from making any copies of
+your copyrighted material outside their relationship with you.
+
+  Conveying under any other circumstances is permitted solely under
+the conditions stated below.  Sublicensing is not allowed; section 10
+makes it unnecessary.
+
+  3. Protecting Users' Legal Rights From Anti-Circumvention Law.
+
+  No covered work shall be deemed part of an effective technological
+measure under any applicable law fulfilling obligations under article
+11 of the WIPO copyright treaty adopted on 20 December 1996, or
+similar laws prohibiting or restricting circumvention of such
+measures.
+
+  When you convey a covered work, you waive any legal power to forbid
+circumvention of technological measures to the extent such circumvention
+is effected by exercising rights under this License with respect to
+the covered work, and you disclaim any intention to limit operation or
+modification of the work as a means of enforcing, against the work's
+users, your or third parties' legal rights to forbid circumvention of
+technological measures.
+
+  4. Conveying Verbatim Copies.
+
+  You may convey verbatim copies of the Program's source code as you
+receive it, in any medium, provided that you conspicuously and
+appropriately publish on each copy an appropriate copyright notice;
+keep intact all notices stating that this License and any
+non-permissive terms added in accord with section 7 apply to the code;
+keep intact all notices of the absence of any warranty; and give all
+recipients a copy of this License along with the Program.
+
+  You may charge any price or no price for each copy that you convey,
+and you may offer support or warranty protection for a fee.
+
+  5. Conveying Modified Source Versions.
+
+  You may convey a work based on the Program, or the modifications to
+produce it from the Program, in the form of source code under the
+terms of section 4, provided that you also meet all of these conditions:
+
+    a) The work must carry prominent notices stating that you modified
+    it, and giving a relevant date.
+
+    b) The work must carry prominent notices stating that it is
+    released under this License and any conditions added under section
+    7.  This requirement modifies the requirement in section 4 to
+    "keep intact all notices".
+
+    c) You must license the entire work, as a whole, under this
+    License to anyone who comes into possession of a copy.  This
+    License will therefore apply, along with any applicable section 7
+    additional terms, to the whole of the work, and all its parts,
+    regardless of how they are packaged.  This License gives no
+    permission to license the work in any other way, but it does not
+    invalidate such permission if you have separately received it.
+
+    d) If the work has interactive user interfaces, each must display
+    Appropriate Legal Notices; however, if the Program has interactive
+    interfaces that do not display Appropriate Legal Notices, your
+    work need not make them do so.
+
+  A compilation of a covered work with other separate and independent
+works, which are not by their nature extensions of the covered work,
+and which are not combined with it such as to form a larger program,
+in or on a volume of a storage or distribution medium, is called an
+"aggregate" if the compilation and its resulting copyright are not
+used to limit the access or legal rights of the compilation's users
+beyond what the individual works permit.  Inclusion of a covered work
+in an aggregate does not cause this License to apply to the other
+parts of the aggregate.
+
+  6. Conveying Non-Source Forms.
+
+  You may convey a covered work in object code form under the terms
+of sections 4 and 5, provided that you also convey the
+machine-readable Corresponding Source under the terms of this License,
+in one of these ways:
+
+    a) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by the
+    Corresponding Source fixed on a durable physical medium
+    customarily used for software interchange.
+
+    b) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by a
+    written offer, valid for at least three years and valid for as
+    long as you offer spare parts or customer support for that product
+    model, to give anyone who possesses the object code either (1) a
+    copy of the Corresponding Source for all the software in the
+    product that is covered by this License, on a durable physical
+    medium customarily used for software interchange, for a price no
+    more than your reasonable cost of physically performing this
+    conveying of source, or (2) access to copy the
+    Corresponding Source from a network server at no charge.
+
+    c) Convey individual copies of the object code with a copy of the
+    written offer to provide the Corresponding Source.  This
+    alternative is allowed only occasionally and noncommercially, and
+    only if you received the object code with such an offer, in accord
+    with subsection 6b.
+
+    d) Convey the object code by offering access from a designated
+    place (gratis or for a charge), and offer equivalent access to the
+    Corresponding Source in the same way through the same place at no
+    further charge.  You need not require recipients to copy the
+    Corresponding Source along with the object code.  If the place to
+    copy the object code is a network server, the Corresponding Source
+    may be on a different server (operated by you or a third party)
+    that supports equivalent copying facilities, provided you maintain
+    clear directions next to the object code saying where to find the
+    Corresponding Source.  Regardless of what server hosts the
+    Corresponding Source, you remain obligated to ensure that it is
+    available for as long as needed to satisfy these requirements.
+
+    e) Convey the object code using peer-to-peer transmission, provided
+    you inform other peers where the object code and Corresponding
+    Source of the work are being offered to the general public at no
+    charge under subsection 6d.
+
+  A separable portion of the object code, whose source code is excluded
+from the Corresponding Source as a System Library, need not be
+included in conveying the object code work.
+
+  A "User Product" is either (1) a "consumer product", which means any
+tangible personal property which is normally used for personal, family,
+or household purposes, or (2) anything designed or sold for incorporation
+into a dwelling.  In determining whether a product is a consumer product,
+doubtful cases shall be resolved in favor of coverage.  For a particular
+product received by a particular user, "normally used" refers to a
+typical or common use of that class of product, regardless of the status
+of the particular user or of the way in which the particular user
+actually uses, or expects or is expected to use, the product.  A product
+is a consumer product regardless of whether the product has substantial
+commercial, industrial or non-consumer uses, unless such uses represent
+the only significant mode of use of the product.
+
+  "Installation Information" for a User Product means any methods,
+procedures, authorization keys, or other information required to install
+and execute modified versions of a covered work in that User Product from
+a modified version of its Corresponding Source.  The information must
+suffice to ensure that the continued functioning of the modified object
+code is in no case prevented or interfered with solely because
+modification has been made.
+
+  If you convey an object code work under this section in, or with, or
+specifically for use in, a User Product, and the conveying occurs as
+part of a transaction in which the right of possession and use of the
+User Product is transferred to the recipient in perpetuity or for a
+fixed term (regardless of how the transaction is characterized), the
+Corresponding Source conveyed under this section must be accompanied
+by the Installation Information.  But this requirement does not apply
+if neither you nor any third party retains the ability to install
+modified object code on the User Product (for example, the work has
+been installed in ROM).
+
+  The requirement to provide Installation Information does not include a
+requirement to continue to provide support service, warranty, or updates
+for a work that has been modified or installed by the recipient, or for
+the User Product in which it has been modified or installed.  Access to a
+network may be denied when the modification itself materially and
+adversely affects the operation of the network or violates the rules and
+protocols for communication across the network.
+
+  Corresponding Source conveyed, and Installation Information provided,
+in accord with this section must be in a format that is publicly
+documented (and with an implementation available to the public in
+source code form), and must require no special password or key for
+unpacking, reading or copying.
+
+  7. Additional Terms.
+
+  "Additional permissions" are terms that supplement the terms of this
+License by making exceptions from one or more of its conditions.
+Additional permissions that are applicable to the entire Program shall
+be treated as though they were included in this License, to the extent
+that they are valid under applicable law.  If additional permissions
+apply only to part of the Program, that part may be used separately
+under those permissions, but the entire Program remains governed by
+this License without regard to the additional permissions.
+
+  When you convey a copy of a covered work, you may at your option
+remove any additional permissions from that copy, or from any part of
+it.  (Additional permissions may be written to require their own
+removal in certain cases when you modify the work.)  You may place
+additional permissions on material, added by you to a covered work,
+for which you have or can give appropriate copyright permission.
+
+  Notwithstanding any other provision of this License, for material you
+add to a covered work, you may (if authorized by the copyright holders of
+that material) supplement the terms of this License with terms:
+
+    a) Disclaiming warranty or limiting liability differently from the
+    terms of sections 15 and 16 of this License; or
+
+    b) Requiring preservation of specified reasonable legal notices or
+    author attributions in that material or in the Appropriate Legal
+    Notices displayed by works containing it; or
+
+    c) Prohibiting misrepresentation of the origin of that material, or
+    requiring that modified versions of such material be marked in
+    reasonable ways as different from the original version; or
+
+    d) Limiting the use for publicity purposes of names of licensors or
+    authors of the material; or
+
+    e) Declining to grant rights under trademark law for use of some
+    trade names, trademarks, or service marks; or
+
+    f) Requiring indemnification of licensors and authors of that
+    material by anyone who conveys the material (or modified versions of
+    it) with contractual assumptions of liability to the recipient, for
+    any liability that these contractual assumptions directly impose on
+    those licensors and authors.
+
+  All other non-permissive additional terms are considered "further
+restrictions" within the meaning of section 10.  If the Program as you
+received it, or any part of it, contains a notice stating that it is
+governed by this License along with a term that is a further
+restriction, you may remove that term.  If a license document contains
+a further restriction but permits relicensing or conveying under this
+License, you may add to a covered work material governed by the terms
+of that license document, provided that the further restriction does
+not survive such relicensing or conveying.
+
+  If you add terms to a covered work in accord with this section, you
+must place, in the relevant source files, a statement of the
+additional terms that apply to those files, or a notice indicating
+where to find the applicable terms.
+
+  Additional terms, permissive or non-permissive, may be stated in the
+form of a separately written license, or stated as exceptions;
+the above requirements apply either way.
+
+  8. Termination.
+
+  You may not propagate or modify a covered work except as expressly
+provided under this License.  Any attempt otherwise to propagate or
+modify it is void, and will automatically terminate your rights under
+this License (including any patent licenses granted under the third
+paragraph of section 11).
+
+  However, if you cease all violation of this License, then your
+license from a particular copyright holder is reinstated (a)
+provisionally, unless and until the copyright holder explicitly and
+finally terminates your license, and (b) permanently, if the copyright
+holder fails to notify you of the violation by some reasonable means
+prior to 60 days after the cessation.
+
+  Moreover, your license from a particular copyright holder is
+reinstated permanently if the copyright holder notifies you of the
+violation by some reasonable means, this is the first time you have
+received notice of violation of this License (for any work) from that
+copyright holder, and you cure the violation prior to 30 days after
+your receipt of the notice.
+
+  Termination of your rights under this section does not terminate the
+licenses of parties who have received copies or rights from you under
+this License.  If your rights have been terminated and not permanently
+reinstated, you do not qualify to receive new licenses for the same
+material under section 10.
+
+  9. Acceptance Not Required for Having Copies.
+
+  You are not required to accept this License in order to receive or
+run a copy of the Program.  Ancillary propagation of a covered work
+occurring solely as a consequence of using peer-to-peer transmission
+to receive a copy likewise does not require acceptance.  However,
+nothing other than this License grants you permission to propagate or
+modify any covered work.  These actions infringe copyright if you do
+not accept this License.  Therefore, by modifying or propagating a
+covered work, you indicate your acceptance of this License to do so.
+
+  10. Automatic Licensing of Downstream Recipients.
+
+  Each time you convey a covered work, the recipient automatically
+receives a license from the original licensors, to run, modify and
+propagate that work, subject to this License.  You are not responsible
+for enforcing compliance by third parties with this License.
+
+  An "entity transaction" is a transaction transferring control of an
+organization, or substantially all assets of one, or subdividing an
+organization, or merging organizations.  If propagation of a covered
+work results from an entity transaction, each party to that
+transaction who receives a copy of the work also receives whatever
+licenses to the work the party's predecessor in interest had or could
+give under the previous paragraph, plus a right to possession of the
+Corresponding Source of the work from the predecessor in interest, if
+the predecessor has it or can get it with reasonable efforts.
+
+  You may not impose any further restrictions on the exercise of the
+rights granted or affirmed under this License.  For example, you may
+not impose a license fee, royalty, or other charge for exercise of
+rights granted under this License, and you may not initiate litigation
+(including a cross-claim or counterclaim in a lawsuit) alleging that
+any patent claim is infringed by making, using, selling, offering for
+sale, or importing the Program or any portion of it.
+
+  11. Patents.
+
+  A "contributor" is a copyright holder who authorizes use under this
+License of the Program or a work on which the Program is based.  The
+work thus licensed is called the contributor's "contributor version".
+
+  A contributor's "essential patent claims" are all patent claims
+owned or controlled by the contributor, whether already acquired or
+hereafter acquired, that would be infringed by some manner, permitted
+by this License, of making, using, or selling its contributor version,
+but do not include claims that would be infringed only as a
+consequence of further modification of the contributor version.  For
+purposes of this definition, "control" includes the right to grant
+patent sublicenses in a manner consistent with the requirements of
+this License.
+
+  Each contributor grants you a non-exclusive, worldwide, royalty-free
+patent license under the contributor's essential patent claims, to
+make, use, sell, offer for sale, import and otherwise run, modify and
+propagate the contents of its contributor version.
+
+  In the following three paragraphs, a "patent license" is any express
+agreement or commitment, however denominated, not to enforce a patent
+(such as an express permission to practice a patent or covenant not to
+sue for patent infringement).  To "grant" such a patent license to a
+party means to make such an agreement or commitment not to enforce a
+patent against the party.
+
+  If you convey a covered work, knowingly relying on a patent license,
+and the Corresponding Source of the work is not available for anyone
+to copy, free of charge and under the terms of this License, through a
+publicly available network server or other readily accessible means,
+then you must either (1) cause the Corresponding Source to be so
+available, or (2) arrange to deprive yourself of the benefit of the
+patent license for this particular work, or (3) arrange, in a manner
+consistent with the requirements of this License, to extend the patent
+license to downstream recipients.  "Knowingly relying" means you have
+actual knowledge that, but for the patent license, your conveying the
+covered work in a country, or your recipient's use of the covered work
+in a country, would infringe one or more identifiable patents in that
+country that you have reason to believe are valid.
+
+  If, pursuant to or in connection with a single transaction or
+arrangement, you convey, or propagate by procuring conveyance of, a
+covered work, and grant a patent license to some of the parties
+receiving the covered work authorizing them to use, propagate, modify
+or convey a specific copy of the covered work, then the patent license
+you grant is automatically extended to all recipients of the covered
+work and works based on it.
+
+  A patent license is "discriminatory" if it does not include within
+the scope of its coverage, prohibits the exercise of, or is
+conditioned on the non-exercise of one or more of the rights that are
+specifically granted under this License.  You may not convey a covered
+work if you are a party to an arrangement with a third party that is
+in the business of distributing software, under which you make payment
+to the third party based on the extent of your activity of conveying
+the work, and under which the third party grants, to any of the
+parties who would receive the covered work from you, a discriminatory
+patent license (a) in connection with copies of the covered work
+conveyed by you (or copies made from those copies), or (b) primarily
+for and in connection with specific products or compilations that
+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+  12. No Surrender of Others' Freedom.
+
+  If conditions are imposed on you (whether by court order, agreement or
+otherwise) that contradict the conditions of this License, they do not
+excuse you from the conditions of this License.  If you cannot convey a
+covered work so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you may
+not convey it at all.  For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+  13. Remote Network Interaction; Use with the GNU General Public License.
+
+  Notwithstanding any other provision of this License, if you modify the
+Program, your modified version must prominently offer all users
+interacting with it remotely through a computer network (if your version
+supports such interaction) an opportunity to receive the Corresponding
+Source of your version by providing access to the Corresponding Source
+from a network server at no charge, through some standard or customary
+means of facilitating copying of software.  This Corresponding Source
+shall include the Corresponding Source for any work covered by version 3
+of the GNU General Public License that is incorporated pursuant to the
+following paragraph.
+
+  Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU General Public License into a single
+combined work, and to convey the resulting work.  The terms of this
+License will continue to apply to the part which is the covered work,
+but the work with which it is combined will remain governed by version
+3 of the GNU General Public License.
+
+  14. Revised Versions of this License.
+
+  The Free Software Foundation may publish revised and/or new versions of
+the GNU Affero General Public License from time to time.  Such new versions
+will be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+  Each version is given a distinguishing version number.  If the
+Program specifies that a certain numbered version of the GNU Affero General
+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation.  If the Program does not specify a version number of the
+GNU Affero General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+  If the Program specifies that a proxy can decide which future
+versions of the GNU Affero General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+  Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
+OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU Affero General Public License as published
+    by the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU Affero General Public License for more details.
+
+    You should have received a copy of the GNU Affero General Public License
+    along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If your software can interact with users remotely through a computer
+network, you should also make sure that it provides a way for users to
+get its source.  For example, if your program is a web application, its
+interface could display a "Source" link that leads users to an archive
+of the code.  There are many ways you could offer source, and different
+solutions will be better for different programs; see section 13 for the
+specific requirements.
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU AGPL, see
+<http://www.gnu.org/licenses/>.
diff --git a/Herodotos-Project-NER--civil_wars/test.parquet b/Herodotos-Project-NER--civil_wars/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8d252332a1206416084c0f4530ed971039357c81
--- /dev/null
+++ b/Herodotos-Project-NER--civil_wars/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d3a36e9e2ba0c24d14a941238e90fdabcf8ff9f1d737173b2da3214d65a5bfe
+size 45371
diff --git a/Herodotos-Project-NER--gallic_wars/LICENSE b/Herodotos-Project-NER--gallic_wars/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..dbbe3558157f5861bff35dcb37b328b679b0ccfd
--- /dev/null
+++ b/Herodotos-Project-NER--gallic_wars/LICENSE
@@ -0,0 +1,661 @@
+                    GNU AFFERO GENERAL PUBLIC LICENSE
+                       Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU Affero General Public License is a free, copyleft license for
+software and other kinds of works, specifically designed to ensure
+cooperation with the community in the case of network server software.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+our General Public Licenses are intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+  Developers that use our General Public Licenses protect your rights
+with two steps: (1) assert copyright on the software, and (2) offer
+you this License which gives you legal permission to copy, distribute
+and/or modify the software.
+
+  A secondary benefit of defending all users' freedom is that
+improvements made in alternate versions of the program, if they
+receive widespread use, become available for other developers to
+incorporate.  Many developers of free software are heartened and
+encouraged by the resulting cooperation.  However, in the case of
+software used on network servers, this result may fail to come about.
+The GNU General Public License permits making a modified version and
+letting the public access it on a server without ever releasing its
+source code to the public.
+
+  The GNU Affero General Public License is designed specifically to
+ensure that, in such cases, the modified source code becomes available
+to the community.  It requires the operator of a network server to
+provide the source code of the modified version running there to the
+users of that server.  Therefore, public use of a modified version, on
+a publicly accessible server, gives the public access to the source
+code of the modified version.
+
+  An older license, called the Affero General Public License and
+published by Affero, was designed to accomplish similar goals.  This is
+a different license, not a version of the Affero GPL, but Affero has
+released a new version of the Affero GPL which permits relicensing under
+this license.
+
+  The precise terms and conditions for copying, distribution and
+modification follow.
+
+                       TERMS AND CONDITIONS
+
+  0. Definitions.
+
+  "This License" refers to version 3 of the GNU Affero General Public License.
+
+  "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+  "The Program" refers to any copyrightable work licensed under this
+License.  Each licensee is addressed as "you".  "Licensees" and
+"recipients" may be individuals or organizations.
+
+  To "modify" a work means to copy from or adapt all or part of the work
+in a fashion requiring copyright permission, other than the making of an
+exact copy.  The resulting work is called a "modified version" of the
+earlier work or a work "based on" the earlier work.
+
+  A "covered work" means either the unmodified Program or a work based
+on the Program.
+
+  To "propagate" a work means to do anything with it that, without
+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
+computer or modifying a private copy.  Propagation includes copying,
+distribution (with or without modification), making available to the
+public, and in some countries other activities as well.
+
+  To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies.  Mere interaction with a user through
+a computer network, with no transfer of a copy, is not conveying.
+
+  An interactive user interface displays "Appropriate Legal Notices"
+to the extent that it includes a convenient and prominently visible
+feature that (1) displays an appropriate copyright notice, and (2)
+tells the user that there is no warranty for the work (except to the
+extent that warranties are provided), that licensees may convey the
+work under this License, and how to view a copy of this License.  If
+the interface presents a list of user commands or options, such as a
+menu, a prominent item in the list meets this criterion.
+
+  1. Source Code.
+
+  The "source code" for a work means the preferred form of the work
+for making modifications to it.  "Object code" means any non-source
+form of a work.
+
+  A "Standard Interface" means an interface that either is an official
+standard defined by a recognized standards body, or, in the case of
+interfaces specified for a particular programming language, one that
+is widely used among developers working in that language.
+
+  The "System Libraries" of an executable work include anything, other
+than the work as a whole, that (a) is included in the normal form of
+packaging a Major Component, but which is not part of that Major
+Component, and (b) serves only to enable use of the work with that
+Major Component, or to implement a Standard Interface for which an
+implementation is available to the public in source code form.  A
+"Major Component", in this context, means a major essential component
+(kernel, window system, and so on) of the specific operating system
+(if any) on which the executable work runs, or a compiler used to
+produce the work, or an object code interpreter used to run it.
+
+  The "Corresponding Source" for a work in object code form means all
+the source code needed to generate, install, and (for an executable
+work) run the object code and to modify the work, including scripts to
+control those activities.  However, it does not include the work's
+System Libraries, or general-purpose tools or generally available free
+programs which are used unmodified in performing those activities but
+which are not part of the work.  For example, Corresponding Source
+includes interface definition files associated with source files for
+the work, and the source code for shared libraries and dynamically
+linked subprograms that the work is specifically designed to require,
+such as by intimate data communication or control flow between those
+subprograms and other parts of the work.
+
+  The Corresponding Source need not include anything that users
+can regenerate automatically from other parts of the Corresponding
+Source.
+
+  The Corresponding Source for a work in source code form is that
+same work.
+
+  2. Basic Permissions.
+
+  All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
+covered work is covered by this License only if the output, given its
+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+  You may make, run and propagate covered works that you do not
+convey, without conditions so long as your license otherwise remains
+in force.  You may convey covered works to others for the sole purpose
+of having them make modifications exclusively for you, or provide you
+with facilities for running those works, provided that you comply with
+the terms of this License in conveying all material for which you do
+not control copyright.  Those thus making or running the covered works
+for you must do so exclusively on your behalf, under your direction
+and control, on terms that prohibit them from making any copies of
+your copyrighted material outside their relationship with you.
+
+  Conveying under any other circumstances is permitted solely under
+the conditions stated below.  Sublicensing is not allowed; section 10
+makes it unnecessary.
+
+  3. Protecting Users' Legal Rights From Anti-Circumvention Law.
+
+  No covered work shall be deemed part of an effective technological
+measure under any applicable law fulfilling obligations under article
+11 of the WIPO copyright treaty adopted on 20 December 1996, or
+similar laws prohibiting or restricting circumvention of such
+measures.
+
+  When you convey a covered work, you waive any legal power to forbid
+circumvention of technological measures to the extent such circumvention
+is effected by exercising rights under this License with respect to
+the covered work, and you disclaim any intention to limit operation or
+modification of the work as a means of enforcing, against the work's
+users, your or third parties' legal rights to forbid circumvention of
+technological measures.
+
+  4. Conveying Verbatim Copies.
+
+  You may convey verbatim copies of the Program's source code as you
+receive it, in any medium, provided that you conspicuously and
+appropriately publish on each copy an appropriate copyright notice;
+keep intact all notices stating that this License and any
+non-permissive terms added in accord with section 7 apply to the code;
+keep intact all notices of the absence of any warranty; and give all
+recipients a copy of this License along with the Program.
+
+  You may charge any price or no price for each copy that you convey,
+and you may offer support or warranty protection for a fee.
+
+  5. Conveying Modified Source Versions.
+
+  You may convey a work based on the Program, or the modifications to
+produce it from the Program, in the form of source code under the
+terms of section 4, provided that you also meet all of these conditions:
+
+    a) The work must carry prominent notices stating that you modified
+    it, and giving a relevant date.
+
+    b) The work must carry prominent notices stating that it is
+    released under this License and any conditions added under section
+    7.  This requirement modifies the requirement in section 4 to
+    "keep intact all notices".
+
+    c) You must license the entire work, as a whole, under this
+    License to anyone who comes into possession of a copy.  This
+    License will therefore apply, along with any applicable section 7
+    additional terms, to the whole of the work, and all its parts,
+    regardless of how they are packaged.  This License gives no
+    permission to license the work in any other way, but it does not
+    invalidate such permission if you have separately received it.
+
+    d) If the work has interactive user interfaces, each must display
+    Appropriate Legal Notices; however, if the Program has interactive
+    interfaces that do not display Appropriate Legal Notices, your
+    work need not make them do so.
+
+  A compilation of a covered work with other separate and independent
+works, which are not by their nature extensions of the covered work,
+and which are not combined with it such as to form a larger program,
+in or on a volume of a storage or distribution medium, is called an
+"aggregate" if the compilation and its resulting copyright are not
+used to limit the access or legal rights of the compilation's users
+beyond what the individual works permit.  Inclusion of a covered work
+in an aggregate does not cause this License to apply to the other
+parts of the aggregate.
+
+  6. Conveying Non-Source Forms.
+
+  You may convey a covered work in object code form under the terms
+of sections 4 and 5, provided that you also convey the
+machine-readable Corresponding Source under the terms of this License,
+in one of these ways:
+
+    a) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by the
+    Corresponding Source fixed on a durable physical medium
+    customarily used for software interchange.
+
+    b) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by a
+    written offer, valid for at least three years and valid for as
+    long as you offer spare parts or customer support for that product
+    model, to give anyone who possesses the object code either (1) a
+    copy of the Corresponding Source for all the software in the
+    product that is covered by this License, on a durable physical
+    medium customarily used for software interchange, for a price no
+    more than your reasonable cost of physically performing this
+    conveying of source, or (2) access to copy the
+    Corresponding Source from a network server at no charge.
+
+    c) Convey individual copies of the object code with a copy of the
+    written offer to provide the Corresponding Source.  This
+    alternative is allowed only occasionally and noncommercially, and
+    only if you received the object code with such an offer, in accord
+    with subsection 6b.
+
+    d) Convey the object code by offering access from a designated
+    place (gratis or for a charge), and offer equivalent access to the
+    Corresponding Source in the same way through the same place at no
+    further charge.  You need not require recipients to copy the
+    Corresponding Source along with the object code.  If the place to
+    copy the object code is a network server, the Corresponding Source
+    may be on a different server (operated by you or a third party)
+    that supports equivalent copying facilities, provided you maintain
+    clear directions next to the object code saying where to find the
+    Corresponding Source.  Regardless of what server hosts the
+    Corresponding Source, you remain obligated to ensure that it is
+    available for as long as needed to satisfy these requirements.
+
+    e) Convey the object code using peer-to-peer transmission, provided
+    you inform other peers where the object code and Corresponding
+    Source of the work are being offered to the general public at no
+    charge under subsection 6d.
+
+  A separable portion of the object code, whose source code is excluded
+from the Corresponding Source as a System Library, need not be
+included in conveying the object code work.
+
+  A "User Product" is either (1) a "consumer product", which means any
+tangible personal property which is normally used for personal, family,
+or household purposes, or (2) anything designed or sold for incorporation
+into a dwelling.  In determining whether a product is a consumer product,
+doubtful cases shall be resolved in favor of coverage.  For a particular
+product received by a particular user, "normally used" refers to a
+typical or common use of that class of product, regardless of the status
+of the particular user or of the way in which the particular user
+actually uses, or expects or is expected to use, the product.  A product
+is a consumer product regardless of whether the product has substantial
+commercial, industrial or non-consumer uses, unless such uses represent
+the only significant mode of use of the product.
+
+  "Installation Information" for a User Product means any methods,
+procedures, authorization keys, or other information required to install
+and execute modified versions of a covered work in that User Product from
+a modified version of its Corresponding Source.  The information must
+suffice to ensure that the continued functioning of the modified object
+code is in no case prevented or interfered with solely because
+modification has been made.
+
+  If you convey an object code work under this section in, or with, or
+specifically for use in, a User Product, and the conveying occurs as
+part of a transaction in which the right of possession and use of the
+User Product is transferred to the recipient in perpetuity or for a
+fixed term (regardless of how the transaction is characterized), the
+Corresponding Source conveyed under this section must be accompanied
+by the Installation Information.  But this requirement does not apply
+if neither you nor any third party retains the ability to install
+modified object code on the User Product (for example, the work has
+been installed in ROM).
+
+  The requirement to provide Installation Information does not include a
+requirement to continue to provide support service, warranty, or updates
+for a work that has been modified or installed by the recipient, or for
+the User Product in which it has been modified or installed.  Access to a
+network may be denied when the modification itself materially and
+adversely affects the operation of the network or violates the rules and
+protocols for communication across the network.
+
+  Corresponding Source conveyed, and Installation Information provided,
+in accord with this section must be in a format that is publicly
+documented (and with an implementation available to the public in
+source code form), and must require no special password or key for
+unpacking, reading or copying.
+
+  7. Additional Terms.
+
+  "Additional permissions" are terms that supplement the terms of this
+License by making exceptions from one or more of its conditions.
+Additional permissions that are applicable to the entire Program shall
+be treated as though they were included in this License, to the extent
+that they are valid under applicable law.  If additional permissions
+apply only to part of the Program, that part may be used separately
+under those permissions, but the entire Program remains governed by
+this License without regard to the additional permissions.
+
+  When you convey a copy of a covered work, you may at your option
+remove any additional permissions from that copy, or from any part of
+it.  (Additional permissions may be written to require their own
+removal in certain cases when you modify the work.)  You may place
+additional permissions on material, added by you to a covered work,
+for which you have or can give appropriate copyright permission.
+
+  Notwithstanding any other provision of this License, for material you
+add to a covered work, you may (if authorized by the copyright holders of
+that material) supplement the terms of this License with terms:
+
+    a) Disclaiming warranty or limiting liability differently from the
+    terms of sections 15 and 16 of this License; or
+
+    b) Requiring preservation of specified reasonable legal notices or
+    author attributions in that material or in the Appropriate Legal
+    Notices displayed by works containing it; or
+
+    c) Prohibiting misrepresentation of the origin of that material, or
+    requiring that modified versions of such material be marked in
+    reasonable ways as different from the original version; or
+
+    d) Limiting the use for publicity purposes of names of licensors or
+    authors of the material; or
+
+    e) Declining to grant rights under trademark law for use of some
+    trade names, trademarks, or service marks; or
+
+    f) Requiring indemnification of licensors and authors of that
+    material by anyone who conveys the material (or modified versions of
+    it) with contractual assumptions of liability to the recipient, for
+    any liability that these contractual assumptions directly impose on
+    those licensors and authors.
+
+  All other non-permissive additional terms are considered "further
+restrictions" within the meaning of section 10.  If the Program as you
+received it, or any part of it, contains a notice stating that it is
+governed by this License along with a term that is a further
+restriction, you may remove that term.  If a license document contains
+a further restriction but permits relicensing or conveying under this
+License, you may add to a covered work material governed by the terms
+of that license document, provided that the further restriction does
+not survive such relicensing or conveying.
+
+  If you add terms to a covered work in accord with this section, you
+must place, in the relevant source files, a statement of the
+additional terms that apply to those files, or a notice indicating
+where to find the applicable terms.
+
+  Additional terms, permissive or non-permissive, may be stated in the
+form of a separately written license, or stated as exceptions;
+the above requirements apply either way.
+
+  8. Termination.
+
+  You may not propagate or modify a covered work except as expressly
+provided under this License.  Any attempt otherwise to propagate or
+modify it is void, and will automatically terminate your rights under
+this License (including any patent licenses granted under the third
+paragraph of section 11).
+
+  However, if you cease all violation of this License, then your
+license from a particular copyright holder is reinstated (a)
+provisionally, unless and until the copyright holder explicitly and
+finally terminates your license, and (b) permanently, if the copyright
+holder fails to notify you of the violation by some reasonable means
+prior to 60 days after the cessation.
+
+  Moreover, your license from a particular copyright holder is
+reinstated permanently if the copyright holder notifies you of the
+violation by some reasonable means, this is the first time you have
+received notice of violation of this License (for any work) from that
+copyright holder, and you cure the violation prior to 30 days after
+your receipt of the notice.
+
+  Termination of your rights under this section does not terminate the
+licenses of parties who have received copies or rights from you under
+this License.  If your rights have been terminated and not permanently
+reinstated, you do not qualify to receive new licenses for the same
+material under section 10.
+
+  9. Acceptance Not Required for Having Copies.
+
+  You are not required to accept this License in order to receive or
+run a copy of the Program.  Ancillary propagation of a covered work
+occurring solely as a consequence of using peer-to-peer transmission
+to receive a copy likewise does not require acceptance.  However,
+nothing other than this License grants you permission to propagate or
+modify any covered work.  These actions infringe copyright if you do
+not accept this License.  Therefore, by modifying or propagating a
+covered work, you indicate your acceptance of this License to do so.
+
+  10. Automatic Licensing of Downstream Recipients.
+
+  Each time you convey a covered work, the recipient automatically
+receives a license from the original licensors, to run, modify and
+propagate that work, subject to this License.  You are not responsible
+for enforcing compliance by third parties with this License.
+
+  An "entity transaction" is a transaction transferring control of an
+organization, or substantially all assets of one, or subdividing an
+organization, or merging organizations.  If propagation of a covered
+work results from an entity transaction, each party to that
+transaction who receives a copy of the work also receives whatever
+licenses to the work the party's predecessor in interest had or could
+give under the previous paragraph, plus a right to possession of the
+Corresponding Source of the work from the predecessor in interest, if
+the predecessor has it or can get it with reasonable efforts.
+
+  You may not impose any further restrictions on the exercise of the
+rights granted or affirmed under this License.  For example, you may
+not impose a license fee, royalty, or other charge for exercise of
+rights granted under this License, and you may not initiate litigation
+(including a cross-claim or counterclaim in a lawsuit) alleging that
+any patent claim is infringed by making, using, selling, offering for
+sale, or importing the Program or any portion of it.
+
+  11. Patents.
+
+  A "contributor" is a copyright holder who authorizes use under this
+License of the Program or a work on which the Program is based.  The
+work thus licensed is called the contributor's "contributor version".
+
+  A contributor's "essential patent claims" are all patent claims
+owned or controlled by the contributor, whether already acquired or
+hereafter acquired, that would be infringed by some manner, permitted
+by this License, of making, using, or selling its contributor version,
+but do not include claims that would be infringed only as a
+consequence of further modification of the contributor version.  For
+purposes of this definition, "control" includes the right to grant
+patent sublicenses in a manner consistent with the requirements of
+this License.
+
+  Each contributor grants you a non-exclusive, worldwide, royalty-free
+patent license under the contributor's essential patent claims, to
+make, use, sell, offer for sale, import and otherwise run, modify and
+propagate the contents of its contributor version.
+
+  In the following three paragraphs, a "patent license" is any express
+agreement or commitment, however denominated, not to enforce a patent
+(such as an express permission to practice a patent or covenant not to
+sue for patent infringement).  To "grant" such a patent license to a
+party means to make such an agreement or commitment not to enforce a
+patent against the party.
+
+  If you convey a covered work, knowingly relying on a patent license,
+and the Corresponding Source of the work is not available for anyone
+to copy, free of charge and under the terms of this License, through a
+publicly available network server or other readily accessible means,
+then you must either (1) cause the Corresponding Source to be so
+available, or (2) arrange to deprive yourself of the benefit of the
+patent license for this particular work, or (3) arrange, in a manner
+consistent with the requirements of this License, to extend the patent
+license to downstream recipients.  "Knowingly relying" means you have
+actual knowledge that, but for the patent license, your conveying the
+covered work in a country, or your recipient's use of the covered work
+in a country, would infringe one or more identifiable patents in that
+country that you have reason to believe are valid.
+
+  If, pursuant to or in connection with a single transaction or
+arrangement, you convey, or propagate by procuring conveyance of, a
+covered work, and grant a patent license to some of the parties
+receiving the covered work authorizing them to use, propagate, modify
+or convey a specific copy of the covered work, then the patent license
+you grant is automatically extended to all recipients of the covered
+work and works based on it.
+
+  A patent license is "discriminatory" if it does not include within
+the scope of its coverage, prohibits the exercise of, or is
+conditioned on the non-exercise of one or more of the rights that are
+specifically granted under this License.  You may not convey a covered
+work if you are a party to an arrangement with a third party that is
+in the business of distributing software, under which you make payment
+to the third party based on the extent of your activity of conveying
+the work, and under which the third party grants, to any of the
+parties who would receive the covered work from you, a discriminatory
+patent license (a) in connection with copies of the covered work
+conveyed by you (or copies made from those copies), or (b) primarily
+for and in connection with specific products or compilations that
+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+  12. No Surrender of Others' Freedom.
+
+  If conditions are imposed on you (whether by court order, agreement or
+otherwise) that contradict the conditions of this License, they do not
+excuse you from the conditions of this License.  If you cannot convey a
+covered work so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you may
+not convey it at all.  For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+  13. Remote Network Interaction; Use with the GNU General Public License.
+
+  Notwithstanding any other provision of this License, if you modify the
+Program, your modified version must prominently offer all users
+interacting with it remotely through a computer network (if your version
+supports such interaction) an opportunity to receive the Corresponding
+Source of your version by providing access to the Corresponding Source
+from a network server at no charge, through some standard or customary
+means of facilitating copying of software.  This Corresponding Source
+shall include the Corresponding Source for any work covered by version 3
+of the GNU General Public License that is incorporated pursuant to the
+following paragraph.
+
+  Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU General Public License into a single
+combined work, and to convey the resulting work.  The terms of this
+License will continue to apply to the part which is the covered work,
+but the work with which it is combined will remain governed by version
+3 of the GNU General Public License.
+
+  14. Revised Versions of this License.
+
+  The Free Software Foundation may publish revised and/or new versions of
+the GNU Affero General Public License from time to time.  Such new versions
+will be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+  Each version is given a distinguishing version number.  If the
+Program specifies that a certain numbered version of the GNU Affero General
+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation.  If the Program does not specify a version number of the
+GNU Affero General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+  If the Program specifies that a proxy can decide which future
+versions of the GNU Affero General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+  Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
+OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU Affero General Public License as published
+    by the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU Affero General Public License for more details.
+
+    You should have received a copy of the GNU Affero General Public License
+    along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If your software can interact with users remotely through a computer
+network, you should also make sure that it provides a way for users to
+get its source.  For example, if your program is a web application, its
+interface could display a "Source" link that leads users to an archive
+of the code.  There are many ways you could offer source, and different
+solutions will be better for different programs; see section 13 for the
+specific requirements.
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU AGPL, see
+<http://www.gnu.org/licenses/>.
diff --git a/Herodotos-Project-NER--gallic_wars/test.parquet b/Herodotos-Project-NER--gallic_wars/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..bb6b9c5ce6e2fef865c99c69e461a11cb1b35dd6
--- /dev/null
+++ b/Herodotos-Project-NER--gallic_wars/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0000db01ac33c2add7ae555438f6b21a8a74d15fc3a64d626b7ea97901fe442a
+size 143356
diff --git a/Herodotos-Project-NER--gallic_wars/train.parquet b/Herodotos-Project-NER--gallic_wars/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..704d9413c730d37478fcf59d011343507fc3deb4
--- /dev/null
+++ b/Herodotos-Project-NER--gallic_wars/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:df8a15bad6032ee5f728dff8bd4b90913e6915c38eb0f625d079a871002a2921
+size 291251
diff --git a/Herodotos-Project-NER--ovid/LICENSE b/Herodotos-Project-NER--ovid/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..dbbe3558157f5861bff35dcb37b328b679b0ccfd
--- /dev/null
+++ b/Herodotos-Project-NER--ovid/LICENSE
@@ -0,0 +1,661 @@
+                    GNU AFFERO GENERAL PUBLIC LICENSE
+                       Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU Affero General Public License is a free, copyleft license for
+software and other kinds of works, specifically designed to ensure
+cooperation with the community in the case of network server software.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+our General Public Licenses are intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+  Developers that use our General Public Licenses protect your rights
+with two steps: (1) assert copyright on the software, and (2) offer
+you this License which gives you legal permission to copy, distribute
+and/or modify the software.
+
+  A secondary benefit of defending all users' freedom is that
+improvements made in alternate versions of the program, if they
+receive widespread use, become available for other developers to
+incorporate.  Many developers of free software are heartened and
+encouraged by the resulting cooperation.  However, in the case of
+software used on network servers, this result may fail to come about.
+The GNU General Public License permits making a modified version and
+letting the public access it on a server without ever releasing its
+source code to the public.
+
+  The GNU Affero General Public License is designed specifically to
+ensure that, in such cases, the modified source code becomes available
+to the community.  It requires the operator of a network server to
+provide the source code of the modified version running there to the
+users of that server.  Therefore, public use of a modified version, on
+a publicly accessible server, gives the public access to the source
+code of the modified version.
+
+  An older license, called the Affero General Public License and
+published by Affero, was designed to accomplish similar goals.  This is
+a different license, not a version of the Affero GPL, but Affero has
+released a new version of the Affero GPL which permits relicensing under
+this license.
+
+  The precise terms and conditions for copying, distribution and
+modification follow.
+
+                       TERMS AND CONDITIONS
+
+  0. Definitions.
+
+  "This License" refers to version 3 of the GNU Affero General Public License.
+
+  "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+  "The Program" refers to any copyrightable work licensed under this
+License.  Each licensee is addressed as "you".  "Licensees" and
+"recipients" may be individuals or organizations.
+
+  To "modify" a work means to copy from or adapt all or part of the work
+in a fashion requiring copyright permission, other than the making of an
+exact copy.  The resulting work is called a "modified version" of the
+earlier work or a work "based on" the earlier work.
+
+  A "covered work" means either the unmodified Program or a work based
+on the Program.
+
+  To "propagate" a work means to do anything with it that, without
+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
+computer or modifying a private copy.  Propagation includes copying,
+distribution (with or without modification), making available to the
+public, and in some countries other activities as well.
+
+  To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies.  Mere interaction with a user through
+a computer network, with no transfer of a copy, is not conveying.
+
+  An interactive user interface displays "Appropriate Legal Notices"
+to the extent that it includes a convenient and prominently visible
+feature that (1) displays an appropriate copyright notice, and (2)
+tells the user that there is no warranty for the work (except to the
+extent that warranties are provided), that licensees may convey the
+work under this License, and how to view a copy of this License.  If
+the interface presents a list of user commands or options, such as a
+menu, a prominent item in the list meets this criterion.
+
+  1. Source Code.
+
+  The "source code" for a work means the preferred form of the work
+for making modifications to it.  "Object code" means any non-source
+form of a work.
+
+  A "Standard Interface" means an interface that either is an official
+standard defined by a recognized standards body, or, in the case of
+interfaces specified for a particular programming language, one that
+is widely used among developers working in that language.
+
+  The "System Libraries" of an executable work include anything, other
+than the work as a whole, that (a) is included in the normal form of
+packaging a Major Component, but which is not part of that Major
+Component, and (b) serves only to enable use of the work with that
+Major Component, or to implement a Standard Interface for which an
+implementation is available to the public in source code form.  A
+"Major Component", in this context, means a major essential component
+(kernel, window system, and so on) of the specific operating system
+(if any) on which the executable work runs, or a compiler used to
+produce the work, or an object code interpreter used to run it.
+
+  The "Corresponding Source" for a work in object code form means all
+the source code needed to generate, install, and (for an executable
+work) run the object code and to modify the work, including scripts to
+control those activities.  However, it does not include the work's
+System Libraries, or general-purpose tools or generally available free
+programs which are used unmodified in performing those activities but
+which are not part of the work.  For example, Corresponding Source
+includes interface definition files associated with source files for
+the work, and the source code for shared libraries and dynamically
+linked subprograms that the work is specifically designed to require,
+such as by intimate data communication or control flow between those
+subprograms and other parts of the work.
+
+  The Corresponding Source need not include anything that users
+can regenerate automatically from other parts of the Corresponding
+Source.
+
+  The Corresponding Source for a work in source code form is that
+same work.
+
+  2. Basic Permissions.
+
+  All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
+covered work is covered by this License only if the output, given its
+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+  You may make, run and propagate covered works that you do not
+convey, without conditions so long as your license otherwise remains
+in force.  You may convey covered works to others for the sole purpose
+of having them make modifications exclusively for you, or provide you
+with facilities for running those works, provided that you comply with
+the terms of this License in conveying all material for which you do
+not control copyright.  Those thus making or running the covered works
+for you must do so exclusively on your behalf, under your direction
+and control, on terms that prohibit them from making any copies of
+your copyrighted material outside their relationship with you.
+
+  Conveying under any other circumstances is permitted solely under
+the conditions stated below.  Sublicensing is not allowed; section 10
+makes it unnecessary.
+
+  3. Protecting Users' Legal Rights From Anti-Circumvention Law.
+
+  No covered work shall be deemed part of an effective technological
+measure under any applicable law fulfilling obligations under article
+11 of the WIPO copyright treaty adopted on 20 December 1996, or
+similar laws prohibiting or restricting circumvention of such
+measures.
+
+  When you convey a covered work, you waive any legal power to forbid
+circumvention of technological measures to the extent such circumvention
+is effected by exercising rights under this License with respect to
+the covered work, and you disclaim any intention to limit operation or
+modification of the work as a means of enforcing, against the work's
+users, your or third parties' legal rights to forbid circumvention of
+technological measures.
+
+  4. Conveying Verbatim Copies.
+
+  You may convey verbatim copies of the Program's source code as you
+receive it, in any medium, provided that you conspicuously and
+appropriately publish on each copy an appropriate copyright notice;
+keep intact all notices stating that this License and any
+non-permissive terms added in accord with section 7 apply to the code;
+keep intact all notices of the absence of any warranty; and give all
+recipients a copy of this License along with the Program.
+
+  You may charge any price or no price for each copy that you convey,
+and you may offer support or warranty protection for a fee.
+
+  5. Conveying Modified Source Versions.
+
+  You may convey a work based on the Program, or the modifications to
+produce it from the Program, in the form of source code under the
+terms of section 4, provided that you also meet all of these conditions:
+
+    a) The work must carry prominent notices stating that you modified
+    it, and giving a relevant date.
+
+    b) The work must carry prominent notices stating that it is
+    released under this License and any conditions added under section
+    7.  This requirement modifies the requirement in section 4 to
+    "keep intact all notices".
+
+    c) You must license the entire work, as a whole, under this
+    License to anyone who comes into possession of a copy.  This
+    License will therefore apply, along with any applicable section 7
+    additional terms, to the whole of the work, and all its parts,
+    regardless of how they are packaged.  This License gives no
+    permission to license the work in any other way, but it does not
+    invalidate such permission if you have separately received it.
+
+    d) If the work has interactive user interfaces, each must display
+    Appropriate Legal Notices; however, if the Program has interactive
+    interfaces that do not display Appropriate Legal Notices, your
+    work need not make them do so.
+
+  A compilation of a covered work with other separate and independent
+works, which are not by their nature extensions of the covered work,
+and which are not combined with it such as to form a larger program,
+in or on a volume of a storage or distribution medium, is called an
+"aggregate" if the compilation and its resulting copyright are not
+used to limit the access or legal rights of the compilation's users
+beyond what the individual works permit.  Inclusion of a covered work
+in an aggregate does not cause this License to apply to the other
+parts of the aggregate.
+
+  6. Conveying Non-Source Forms.
+
+  You may convey a covered work in object code form under the terms
+of sections 4 and 5, provided that you also convey the
+machine-readable Corresponding Source under the terms of this License,
+in one of these ways:
+
+    a) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by the
+    Corresponding Source fixed on a durable physical medium
+    customarily used for software interchange.
+
+    b) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by a
+    written offer, valid for at least three years and valid for as
+    long as you offer spare parts or customer support for that product
+    model, to give anyone who possesses the object code either (1) a
+    copy of the Corresponding Source for all the software in the
+    product that is covered by this License, on a durable physical
+    medium customarily used for software interchange, for a price no
+    more than your reasonable cost of physically performing this
+    conveying of source, or (2) access to copy the
+    Corresponding Source from a network server at no charge.
+
+    c) Convey individual copies of the object code with a copy of the
+    written offer to provide the Corresponding Source.  This
+    alternative is allowed only occasionally and noncommercially, and
+    only if you received the object code with such an offer, in accord
+    with subsection 6b.
+
+    d) Convey the object code by offering access from a designated
+    place (gratis or for a charge), and offer equivalent access to the
+    Corresponding Source in the same way through the same place at no
+    further charge.  You need not require recipients to copy the
+    Corresponding Source along with the object code.  If the place to
+    copy the object code is a network server, the Corresponding Source
+    may be on a different server (operated by you or a third party)
+    that supports equivalent copying facilities, provided you maintain
+    clear directions next to the object code saying where to find the
+    Corresponding Source.  Regardless of what server hosts the
+    Corresponding Source, you remain obligated to ensure that it is
+    available for as long as needed to satisfy these requirements.
+
+    e) Convey the object code using peer-to-peer transmission, provided
+    you inform other peers where the object code and Corresponding
+    Source of the work are being offered to the general public at no
+    charge under subsection 6d.
+
+  A separable portion of the object code, whose source code is excluded
+from the Corresponding Source as a System Library, need not be
+included in conveying the object code work.
+
+  A "User Product" is either (1) a "consumer product", which means any
+tangible personal property which is normally used for personal, family,
+or household purposes, or (2) anything designed or sold for incorporation
+into a dwelling.  In determining whether a product is a consumer product,
+doubtful cases shall be resolved in favor of coverage.  For a particular
+product received by a particular user, "normally used" refers to a
+typical or common use of that class of product, regardless of the status
+of the particular user or of the way in which the particular user
+actually uses, or expects or is expected to use, the product.  A product
+is a consumer product regardless of whether the product has substantial
+commercial, industrial or non-consumer uses, unless such uses represent
+the only significant mode of use of the product.
+
+  "Installation Information" for a User Product means any methods,
+procedures, authorization keys, or other information required to install
+and execute modified versions of a covered work in that User Product from
+a modified version of its Corresponding Source.  The information must
+suffice to ensure that the continued functioning of the modified object
+code is in no case prevented or interfered with solely because
+modification has been made.
+
+  If you convey an object code work under this section in, or with, or
+specifically for use in, a User Product, and the conveying occurs as
+part of a transaction in which the right of possession and use of the
+User Product is transferred to the recipient in perpetuity or for a
+fixed term (regardless of how the transaction is characterized), the
+Corresponding Source conveyed under this section must be accompanied
+by the Installation Information.  But this requirement does not apply
+if neither you nor any third party retains the ability to install
+modified object code on the User Product (for example, the work has
+been installed in ROM).
+
+  The requirement to provide Installation Information does not include a
+requirement to continue to provide support service, warranty, or updates
+for a work that has been modified or installed by the recipient, or for
+the User Product in which it has been modified or installed.  Access to a
+network may be denied when the modification itself materially and
+adversely affects the operation of the network or violates the rules and
+protocols for communication across the network.
+
+  Corresponding Source conveyed, and Installation Information provided,
+in accord with this section must be in a format that is publicly
+documented (and with an implementation available to the public in
+source code form), and must require no special password or key for
+unpacking, reading or copying.
+
+  7. Additional Terms.
+
+  "Additional permissions" are terms that supplement the terms of this
+License by making exceptions from one or more of its conditions.
+Additional permissions that are applicable to the entire Program shall
+be treated as though they were included in this License, to the extent
+that they are valid under applicable law.  If additional permissions
+apply only to part of the Program, that part may be used separately
+under those permissions, but the entire Program remains governed by
+this License without regard to the additional permissions.
+
+  When you convey a copy of a covered work, you may at your option
+remove any additional permissions from that copy, or from any part of
+it.  (Additional permissions may be written to require their own
+removal in certain cases when you modify the work.)  You may place
+additional permissions on material, added by you to a covered work,
+for which you have or can give appropriate copyright permission.
+
+  Notwithstanding any other provision of this License, for material you
+add to a covered work, you may (if authorized by the copyright holders of
+that material) supplement the terms of this License with terms:
+
+    a) Disclaiming warranty or limiting liability differently from the
+    terms of sections 15 and 16 of this License; or
+
+    b) Requiring preservation of specified reasonable legal notices or
+    author attributions in that material or in the Appropriate Legal
+    Notices displayed by works containing it; or
+
+    c) Prohibiting misrepresentation of the origin of that material, or
+    requiring that modified versions of such material be marked in
+    reasonable ways as different from the original version; or
+
+    d) Limiting the use for publicity purposes of names of licensors or
+    authors of the material; or
+
+    e) Declining to grant rights under trademark law for use of some
+    trade names, trademarks, or service marks; or
+
+    f) Requiring indemnification of licensors and authors of that
+    material by anyone who conveys the material (or modified versions of
+    it) with contractual assumptions of liability to the recipient, for
+    any liability that these contractual assumptions directly impose on
+    those licensors and authors.
+
+  All other non-permissive additional terms are considered "further
+restrictions" within the meaning of section 10.  If the Program as you
+received it, or any part of it, contains a notice stating that it is
+governed by this License along with a term that is a further
+restriction, you may remove that term.  If a license document contains
+a further restriction but permits relicensing or conveying under this
+License, you may add to a covered work material governed by the terms
+of that license document, provided that the further restriction does
+not survive such relicensing or conveying.
+
+  If you add terms to a covered work in accord with this section, you
+must place, in the relevant source files, a statement of the
+additional terms that apply to those files, or a notice indicating
+where to find the applicable terms.
+
+  Additional terms, permissive or non-permissive, may be stated in the
+form of a separately written license, or stated as exceptions;
+the above requirements apply either way.
+
+  8. Termination.
+
+  You may not propagate or modify a covered work except as expressly
+provided under this License.  Any attempt otherwise to propagate or
+modify it is void, and will automatically terminate your rights under
+this License (including any patent licenses granted under the third
+paragraph of section 11).
+
+  However, if you cease all violation of this License, then your
+license from a particular copyright holder is reinstated (a)
+provisionally, unless and until the copyright holder explicitly and
+finally terminates your license, and (b) permanently, if the copyright
+holder fails to notify you of the violation by some reasonable means
+prior to 60 days after the cessation.
+
+  Moreover, your license from a particular copyright holder is
+reinstated permanently if the copyright holder notifies you of the
+violation by some reasonable means, this is the first time you have
+received notice of violation of this License (for any work) from that
+copyright holder, and you cure the violation prior to 30 days after
+your receipt of the notice.
+
+  Termination of your rights under this section does not terminate the
+licenses of parties who have received copies or rights from you under
+this License.  If your rights have been terminated and not permanently
+reinstated, you do not qualify to receive new licenses for the same
+material under section 10.
+
+  9. Acceptance Not Required for Having Copies.
+
+  You are not required to accept this License in order to receive or
+run a copy of the Program.  Ancillary propagation of a covered work
+occurring solely as a consequence of using peer-to-peer transmission
+to receive a copy likewise does not require acceptance.  However,
+nothing other than this License grants you permission to propagate or
+modify any covered work.  These actions infringe copyright if you do
+not accept this License.  Therefore, by modifying or propagating a
+covered work, you indicate your acceptance of this License to do so.
+
+  10. Automatic Licensing of Downstream Recipients.
+
+  Each time you convey a covered work, the recipient automatically
+receives a license from the original licensors, to run, modify and
+propagate that work, subject to this License.  You are not responsible
+for enforcing compliance by third parties with this License.
+
+  An "entity transaction" is a transaction transferring control of an
+organization, or substantially all assets of one, or subdividing an
+organization, or merging organizations.  If propagation of a covered
+work results from an entity transaction, each party to that
+transaction who receives a copy of the work also receives whatever
+licenses to the work the party's predecessor in interest had or could
+give under the previous paragraph, plus a right to possession of the
+Corresponding Source of the work from the predecessor in interest, if
+the predecessor has it or can get it with reasonable efforts.
+
+  You may not impose any further restrictions on the exercise of the
+rights granted or affirmed under this License.  For example, you may
+not impose a license fee, royalty, or other charge for exercise of
+rights granted under this License, and you may not initiate litigation
+(including a cross-claim or counterclaim in a lawsuit) alleging that
+any patent claim is infringed by making, using, selling, offering for
+sale, or importing the Program or any portion of it.
+
+  11. Patents.
+
+  A "contributor" is a copyright holder who authorizes use under this
+License of the Program or a work on which the Program is based.  The
+work thus licensed is called the contributor's "contributor version".
+
+  A contributor's "essential patent claims" are all patent claims
+owned or controlled by the contributor, whether already acquired or
+hereafter acquired, that would be infringed by some manner, permitted
+by this License, of making, using, or selling its contributor version,
+but do not include claims that would be infringed only as a
+consequence of further modification of the contributor version.  For
+purposes of this definition, "control" includes the right to grant
+patent sublicenses in a manner consistent with the requirements of
+this License.
+
+  Each contributor grants you a non-exclusive, worldwide, royalty-free
+patent license under the contributor's essential patent claims, to
+make, use, sell, offer for sale, import and otherwise run, modify and
+propagate the contents of its contributor version.
+
+  In the following three paragraphs, a "patent license" is any express
+agreement or commitment, however denominated, not to enforce a patent
+(such as an express permission to practice a patent or covenant not to
+sue for patent infringement).  To "grant" such a patent license to a
+party means to make such an agreement or commitment not to enforce a
+patent against the party.
+
+  If you convey a covered work, knowingly relying on a patent license,
+and the Corresponding Source of the work is not available for anyone
+to copy, free of charge and under the terms of this License, through a
+publicly available network server or other readily accessible means,
+then you must either (1) cause the Corresponding Source to be so
+available, or (2) arrange to deprive yourself of the benefit of the
+patent license for this particular work, or (3) arrange, in a manner
+consistent with the requirements of this License, to extend the patent
+license to downstream recipients.  "Knowingly relying" means you have
+actual knowledge that, but for the patent license, your conveying the
+covered work in a country, or your recipient's use of the covered work
+in a country, would infringe one or more identifiable patents in that
+country that you have reason to believe are valid.
+
+  If, pursuant to or in connection with a single transaction or
+arrangement, you convey, or propagate by procuring conveyance of, a
+covered work, and grant a patent license to some of the parties
+receiving the covered work authorizing them to use, propagate, modify
+or convey a specific copy of the covered work, then the patent license
+you grant is automatically extended to all recipients of the covered
+work and works based on it.
+
+  A patent license is "discriminatory" if it does not include within
+the scope of its coverage, prohibits the exercise of, or is
+conditioned on the non-exercise of one or more of the rights that are
+specifically granted under this License.  You may not convey a covered
+work if you are a party to an arrangement with a third party that is
+in the business of distributing software, under which you make payment
+to the third party based on the extent of your activity of conveying
+the work, and under which the third party grants, to any of the
+parties who would receive the covered work from you, a discriminatory
+patent license (a) in connection with copies of the covered work
+conveyed by you (or copies made from those copies), or (b) primarily
+for and in connection with specific products or compilations that
+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+  12. No Surrender of Others' Freedom.
+
+  If conditions are imposed on you (whether by court order, agreement or
+otherwise) that contradict the conditions of this License, they do not
+excuse you from the conditions of this License.  If you cannot convey a
+covered work so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you may
+not convey it at all.  For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+  13. Remote Network Interaction; Use with the GNU General Public License.
+
+  Notwithstanding any other provision of this License, if you modify the
+Program, your modified version must prominently offer all users
+interacting with it remotely through a computer network (if your version
+supports such interaction) an opportunity to receive the Corresponding
+Source of your version by providing access to the Corresponding Source
+from a network server at no charge, through some standard or customary
+means of facilitating copying of software.  This Corresponding Source
+shall include the Corresponding Source for any work covered by version 3
+of the GNU General Public License that is incorporated pursuant to the
+following paragraph.
+
+  Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU General Public License into a single
+combined work, and to convey the resulting work.  The terms of this
+License will continue to apply to the part which is the covered work,
+but the work with which it is combined will remain governed by version
+3 of the GNU General Public License.
+
+  14. Revised Versions of this License.
+
+  The Free Software Foundation may publish revised and/or new versions of
+the GNU Affero General Public License from time to time.  Such new versions
+will be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+  Each version is given a distinguishing version number.  If the
+Program specifies that a certain numbered version of the GNU Affero General
+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation.  If the Program does not specify a version number of the
+GNU Affero General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+  If the Program specifies that a proxy can decide which future
+versions of the GNU Affero General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+  Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
+OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU Affero General Public License as published
+    by the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU Affero General Public License for more details.
+
+    You should have received a copy of the GNU Affero General Public License
+    along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If your software can interact with users remotely through a computer
+network, you should also make sure that it provides a way for users to
+get its source.  For example, if your program is a web application, its
+interface could display a "Source" link that leads users to an archive
+of the code.  There are many ways you could offer source, and different
+solutions will be better for different programs; see section 13 for the
+specific requirements.
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU AGPL, see
+<http://www.gnu.org/licenses/>.
diff --git a/Herodotos-Project-NER--ovid/test.parquet b/Herodotos-Project-NER--ovid/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..1828e1fffe729a4c56f32db22e77a52a28b14f42
--- /dev/null
+++ b/Herodotos-Project-NER--ovid/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c805cd0e012e555f16ea38efa7f78c58ab174f18bd9ebe453c0a79b15ab8280e
+size 170165
diff --git a/Herodotos-Project-NER--pliny_the_elder/LICENSE b/Herodotos-Project-NER--pliny_the_elder/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..dbbe3558157f5861bff35dcb37b328b679b0ccfd
--- /dev/null
+++ b/Herodotos-Project-NER--pliny_the_elder/LICENSE
@@ -0,0 +1,661 @@
+                    GNU AFFERO GENERAL PUBLIC LICENSE
+                       Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU Affero General Public License is a free, copyleft license for
+software and other kinds of works, specifically designed to ensure
+cooperation with the community in the case of network server software.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+our General Public Licenses are intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+  Developers that use our General Public Licenses protect your rights
+with two steps: (1) assert copyright on the software, and (2) offer
+you this License which gives you legal permission to copy, distribute
+and/or modify the software.
+
+  A secondary benefit of defending all users' freedom is that
+improvements made in alternate versions of the program, if they
+receive widespread use, become available for other developers to
+incorporate.  Many developers of free software are heartened and
+encouraged by the resulting cooperation.  However, in the case of
+software used on network servers, this result may fail to come about.
+The GNU General Public License permits making a modified version and
+letting the public access it on a server without ever releasing its
+source code to the public.
+
+  The GNU Affero General Public License is designed specifically to
+ensure that, in such cases, the modified source code becomes available
+to the community.  It requires the operator of a network server to
+provide the source code of the modified version running there to the
+users of that server.  Therefore, public use of a modified version, on
+a publicly accessible server, gives the public access to the source
+code of the modified version.
+
+  An older license, called the Affero General Public License and
+published by Affero, was designed to accomplish similar goals.  This is
+a different license, not a version of the Affero GPL, but Affero has
+released a new version of the Affero GPL which permits relicensing under
+this license.
+
+  The precise terms and conditions for copying, distribution and
+modification follow.
+
+                       TERMS AND CONDITIONS
+
+  0. Definitions.
+
+  "This License" refers to version 3 of the GNU Affero General Public License.
+
+  "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+  "The Program" refers to any copyrightable work licensed under this
+License.  Each licensee is addressed as "you".  "Licensees" and
+"recipients" may be individuals or organizations.
+
+  To "modify" a work means to copy from or adapt all or part of the work
+in a fashion requiring copyright permission, other than the making of an
+exact copy.  The resulting work is called a "modified version" of the
+earlier work or a work "based on" the earlier work.
+
+  A "covered work" means either the unmodified Program or a work based
+on the Program.
+
+  To "propagate" a work means to do anything with it that, without
+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
+computer or modifying a private copy.  Propagation includes copying,
+distribution (with or without modification), making available to the
+public, and in some countries other activities as well.
+
+  To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies.  Mere interaction with a user through
+a computer network, with no transfer of a copy, is not conveying.
+
+  An interactive user interface displays "Appropriate Legal Notices"
+to the extent that it includes a convenient and prominently visible
+feature that (1) displays an appropriate copyright notice, and (2)
+tells the user that there is no warranty for the work (except to the
+extent that warranties are provided), that licensees may convey the
+work under this License, and how to view a copy of this License.  If
+the interface presents a list of user commands or options, such as a
+menu, a prominent item in the list meets this criterion.
+
+  1. Source Code.
+
+  The "source code" for a work means the preferred form of the work
+for making modifications to it.  "Object code" means any non-source
+form of a work.
+
+  A "Standard Interface" means an interface that either is an official
+standard defined by a recognized standards body, or, in the case of
+interfaces specified for a particular programming language, one that
+is widely used among developers working in that language.
+
+  The "System Libraries" of an executable work include anything, other
+than the work as a whole, that (a) is included in the normal form of
+packaging a Major Component, but which is not part of that Major
+Component, and (b) serves only to enable use of the work with that
+Major Component, or to implement a Standard Interface for which an
+implementation is available to the public in source code form.  A
+"Major Component", in this context, means a major essential component
+(kernel, window system, and so on) of the specific operating system
+(if any) on which the executable work runs, or a compiler used to
+produce the work, or an object code interpreter used to run it.
+
+  The "Corresponding Source" for a work in object code form means all
+the source code needed to generate, install, and (for an executable
+work) run the object code and to modify the work, including scripts to
+control those activities.  However, it does not include the work's
+System Libraries, or general-purpose tools or generally available free
+programs which are used unmodified in performing those activities but
+which are not part of the work.  For example, Corresponding Source
+includes interface definition files associated with source files for
+the work, and the source code for shared libraries and dynamically
+linked subprograms that the work is specifically designed to require,
+such as by intimate data communication or control flow between those
+subprograms and other parts of the work.
+
+  The Corresponding Source need not include anything that users
+can regenerate automatically from other parts of the Corresponding
+Source.
+
+  The Corresponding Source for a work in source code form is that
+same work.
+
+  2. Basic Permissions.
+
+  All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
+covered work is covered by this License only if the output, given its
+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+  You may make, run and propagate covered works that you do not
+convey, without conditions so long as your license otherwise remains
+in force.  You may convey covered works to others for the sole purpose
+of having them make modifications exclusively for you, or provide you
+with facilities for running those works, provided that you comply with
+the terms of this License in conveying all material for which you do
+not control copyright.  Those thus making or running the covered works
+for you must do so exclusively on your behalf, under your direction
+and control, on terms that prohibit them from making any copies of
+your copyrighted material outside their relationship with you.
+
+  Conveying under any other circumstances is permitted solely under
+the conditions stated below.  Sublicensing is not allowed; section 10
+makes it unnecessary.
+
+  3. Protecting Users' Legal Rights From Anti-Circumvention Law.
+
+  No covered work shall be deemed part of an effective technological
+measure under any applicable law fulfilling obligations under article
+11 of the WIPO copyright treaty adopted on 20 December 1996, or
+similar laws prohibiting or restricting circumvention of such
+measures.
+
+  When you convey a covered work, you waive any legal power to forbid
+circumvention of technological measures to the extent such circumvention
+is effected by exercising rights under this License with respect to
+the covered work, and you disclaim any intention to limit operation or
+modification of the work as a means of enforcing, against the work's
+users, your or third parties' legal rights to forbid circumvention of
+technological measures.
+
+  4. Conveying Verbatim Copies.
+
+  You may convey verbatim copies of the Program's source code as you
+receive it, in any medium, provided that you conspicuously and
+appropriately publish on each copy an appropriate copyright notice;
+keep intact all notices stating that this License and any
+non-permissive terms added in accord with section 7 apply to the code;
+keep intact all notices of the absence of any warranty; and give all
+recipients a copy of this License along with the Program.
+
+  You may charge any price or no price for each copy that you convey,
+and you may offer support or warranty protection for a fee.
+
+  5. Conveying Modified Source Versions.
+
+  You may convey a work based on the Program, or the modifications to
+produce it from the Program, in the form of source code under the
+terms of section 4, provided that you also meet all of these conditions:
+
+    a) The work must carry prominent notices stating that you modified
+    it, and giving a relevant date.
+
+    b) The work must carry prominent notices stating that it is
+    released under this License and any conditions added under section
+    7.  This requirement modifies the requirement in section 4 to
+    "keep intact all notices".
+
+    c) You must license the entire work, as a whole, under this
+    License to anyone who comes into possession of a copy.  This
+    License will therefore apply, along with any applicable section 7
+    additional terms, to the whole of the work, and all its parts,
+    regardless of how they are packaged.  This License gives no
+    permission to license the work in any other way, but it does not
+    invalidate such permission if you have separately received it.
+
+    d) If the work has interactive user interfaces, each must display
+    Appropriate Legal Notices; however, if the Program has interactive
+    interfaces that do not display Appropriate Legal Notices, your
+    work need not make them do so.
+
+  A compilation of a covered work with other separate and independent
+works, which are not by their nature extensions of the covered work,
+and which are not combined with it such as to form a larger program,
+in or on a volume of a storage or distribution medium, is called an
+"aggregate" if the compilation and its resulting copyright are not
+used to limit the access or legal rights of the compilation's users
+beyond what the individual works permit.  Inclusion of a covered work
+in an aggregate does not cause this License to apply to the other
+parts of the aggregate.
+
+  6. Conveying Non-Source Forms.
+
+  You may convey a covered work in object code form under the terms
+of sections 4 and 5, provided that you also convey the
+machine-readable Corresponding Source under the terms of this License,
+in one of these ways:
+
+    a) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by the
+    Corresponding Source fixed on a durable physical medium
+    customarily used for software interchange.
+
+    b) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by a
+    written offer, valid for at least three years and valid for as
+    long as you offer spare parts or customer support for that product
+    model, to give anyone who possesses the object code either (1) a
+    copy of the Corresponding Source for all the software in the
+    product that is covered by this License, on a durable physical
+    medium customarily used for software interchange, for a price no
+    more than your reasonable cost of physically performing this
+    conveying of source, or (2) access to copy the
+    Corresponding Source from a network server at no charge.
+
+    c) Convey individual copies of the object code with a copy of the
+    written offer to provide the Corresponding Source.  This
+    alternative is allowed only occasionally and noncommercially, and
+    only if you received the object code with such an offer, in accord
+    with subsection 6b.
+
+    d) Convey the object code by offering access from a designated
+    place (gratis or for a charge), and offer equivalent access to the
+    Corresponding Source in the same way through the same place at no
+    further charge.  You need not require recipients to copy the
+    Corresponding Source along with the object code.  If the place to
+    copy the object code is a network server, the Corresponding Source
+    may be on a different server (operated by you or a third party)
+    that supports equivalent copying facilities, provided you maintain
+    clear directions next to the object code saying where to find the
+    Corresponding Source.  Regardless of what server hosts the
+    Corresponding Source, you remain obligated to ensure that it is
+    available for as long as needed to satisfy these requirements.
+
+    e) Convey the object code using peer-to-peer transmission, provided
+    you inform other peers where the object code and Corresponding
+    Source of the work are being offered to the general public at no
+    charge under subsection 6d.
+
+  A separable portion of the object code, whose source code is excluded
+from the Corresponding Source as a System Library, need not be
+included in conveying the object code work.
+
+  A "User Product" is either (1) a "consumer product", which means any
+tangible personal property which is normally used for personal, family,
+or household purposes, or (2) anything designed or sold for incorporation
+into a dwelling.  In determining whether a product is a consumer product,
+doubtful cases shall be resolved in favor of coverage.  For a particular
+product received by a particular user, "normally used" refers to a
+typical or common use of that class of product, regardless of the status
+of the particular user or of the way in which the particular user
+actually uses, or expects or is expected to use, the product.  A product
+is a consumer product regardless of whether the product has substantial
+commercial, industrial or non-consumer uses, unless such uses represent
+the only significant mode of use of the product.
+
+  "Installation Information" for a User Product means any methods,
+procedures, authorization keys, or other information required to install
+and execute modified versions of a covered work in that User Product from
+a modified version of its Corresponding Source.  The information must
+suffice to ensure that the continued functioning of the modified object
+code is in no case prevented or interfered with solely because
+modification has been made.
+
+  If you convey an object code work under this section in, or with, or
+specifically for use in, a User Product, and the conveying occurs as
+part of a transaction in which the right of possession and use of the
+User Product is transferred to the recipient in perpetuity or for a
+fixed term (regardless of how the transaction is characterized), the
+Corresponding Source conveyed under this section must be accompanied
+by the Installation Information.  But this requirement does not apply
+if neither you nor any third party retains the ability to install
+modified object code on the User Product (for example, the work has
+been installed in ROM).
+
+  The requirement to provide Installation Information does not include a
+requirement to continue to provide support service, warranty, or updates
+for a work that has been modified or installed by the recipient, or for
+the User Product in which it has been modified or installed.  Access to a
+network may be denied when the modification itself materially and
+adversely affects the operation of the network or violates the rules and
+protocols for communication across the network.
+
+  Corresponding Source conveyed, and Installation Information provided,
+in accord with this section must be in a format that is publicly
+documented (and with an implementation available to the public in
+source code form), and must require no special password or key for
+unpacking, reading or copying.
+
+  7. Additional Terms.
+
+  "Additional permissions" are terms that supplement the terms of this
+License by making exceptions from one or more of its conditions.
+Additional permissions that are applicable to the entire Program shall
+be treated as though they were included in this License, to the extent
+that they are valid under applicable law.  If additional permissions
+apply only to part of the Program, that part may be used separately
+under those permissions, but the entire Program remains governed by
+this License without regard to the additional permissions.
+
+  When you convey a copy of a covered work, you may at your option
+remove any additional permissions from that copy, or from any part of
+it.  (Additional permissions may be written to require their own
+removal in certain cases when you modify the work.)  You may place
+additional permissions on material, added by you to a covered work,
+for which you have or can give appropriate copyright permission.
+
+  Notwithstanding any other provision of this License, for material you
+add to a covered work, you may (if authorized by the copyright holders of
+that material) supplement the terms of this License with terms:
+
+    a) Disclaiming warranty or limiting liability differently from the
+    terms of sections 15 and 16 of this License; or
+
+    b) Requiring preservation of specified reasonable legal notices or
+    author attributions in that material or in the Appropriate Legal
+    Notices displayed by works containing it; or
+
+    c) Prohibiting misrepresentation of the origin of that material, or
+    requiring that modified versions of such material be marked in
+    reasonable ways as different from the original version; or
+
+    d) Limiting the use for publicity purposes of names of licensors or
+    authors of the material; or
+
+    e) Declining to grant rights under trademark law for use of some
+    trade names, trademarks, or service marks; or
+
+    f) Requiring indemnification of licensors and authors of that
+    material by anyone who conveys the material (or modified versions of
+    it) with contractual assumptions of liability to the recipient, for
+    any liability that these contractual assumptions directly impose on
+    those licensors and authors.
+
+  All other non-permissive additional terms are considered "further
+restrictions" within the meaning of section 10.  If the Program as you
+received it, or any part of it, contains a notice stating that it is
+governed by this License along with a term that is a further
+restriction, you may remove that term.  If a license document contains
+a further restriction but permits relicensing or conveying under this
+License, you may add to a covered work material governed by the terms
+of that license document, provided that the further restriction does
+not survive such relicensing or conveying.
+
+  If you add terms to a covered work in accord with this section, you
+must place, in the relevant source files, a statement of the
+additional terms that apply to those files, or a notice indicating
+where to find the applicable terms.
+
+  Additional terms, permissive or non-permissive, may be stated in the
+form of a separately written license, or stated as exceptions;
+the above requirements apply either way.
+
+  8. Termination.
+
+  You may not propagate or modify a covered work except as expressly
+provided under this License.  Any attempt otherwise to propagate or
+modify it is void, and will automatically terminate your rights under
+this License (including any patent licenses granted under the third
+paragraph of section 11).
+
+  However, if you cease all violation of this License, then your
+license from a particular copyright holder is reinstated (a)
+provisionally, unless and until the copyright holder explicitly and
+finally terminates your license, and (b) permanently, if the copyright
+holder fails to notify you of the violation by some reasonable means
+prior to 60 days after the cessation.
+
+  Moreover, your license from a particular copyright holder is
+reinstated permanently if the copyright holder notifies you of the
+violation by some reasonable means, this is the first time you have
+received notice of violation of this License (for any work) from that
+copyright holder, and you cure the violation prior to 30 days after
+your receipt of the notice.
+
+  Termination of your rights under this section does not terminate the
+licenses of parties who have received copies or rights from you under
+this License.  If your rights have been terminated and not permanently
+reinstated, you do not qualify to receive new licenses for the same
+material under section 10.
+
+  9. Acceptance Not Required for Having Copies.
+
+  You are not required to accept this License in order to receive or
+run a copy of the Program.  Ancillary propagation of a covered work
+occurring solely as a consequence of using peer-to-peer transmission
+to receive a copy likewise does not require acceptance.  However,
+nothing other than this License grants you permission to propagate or
+modify any covered work.  These actions infringe copyright if you do
+not accept this License.  Therefore, by modifying or propagating a
+covered work, you indicate your acceptance of this License to do so.
+
+  10. Automatic Licensing of Downstream Recipients.
+
+  Each time you convey a covered work, the recipient automatically
+receives a license from the original licensors, to run, modify and
+propagate that work, subject to this License.  You are not responsible
+for enforcing compliance by third parties with this License.
+
+  An "entity transaction" is a transaction transferring control of an
+organization, or substantially all assets of one, or subdividing an
+organization, or merging organizations.  If propagation of a covered
+work results from an entity transaction, each party to that
+transaction who receives a copy of the work also receives whatever
+licenses to the work the party's predecessor in interest had or could
+give under the previous paragraph, plus a right to possession of the
+Corresponding Source of the work from the predecessor in interest, if
+the predecessor has it or can get it with reasonable efforts.
+
+  You may not impose any further restrictions on the exercise of the
+rights granted or affirmed under this License.  For example, you may
+not impose a license fee, royalty, or other charge for exercise of
+rights granted under this License, and you may not initiate litigation
+(including a cross-claim or counterclaim in a lawsuit) alleging that
+any patent claim is infringed by making, using, selling, offering for
+sale, or importing the Program or any portion of it.
+
+  11. Patents.
+
+  A "contributor" is a copyright holder who authorizes use under this
+License of the Program or a work on which the Program is based.  The
+work thus licensed is called the contributor's "contributor version".
+
+  A contributor's "essential patent claims" are all patent claims
+owned or controlled by the contributor, whether already acquired or
+hereafter acquired, that would be infringed by some manner, permitted
+by this License, of making, using, or selling its contributor version,
+but do not include claims that would be infringed only as a
+consequence of further modification of the contributor version.  For
+purposes of this definition, "control" includes the right to grant
+patent sublicenses in a manner consistent with the requirements of
+this License.
+
+  Each contributor grants you a non-exclusive, worldwide, royalty-free
+patent license under the contributor's essential patent claims, to
+make, use, sell, offer for sale, import and otherwise run, modify and
+propagate the contents of its contributor version.
+
+  In the following three paragraphs, a "patent license" is any express
+agreement or commitment, however denominated, not to enforce a patent
+(such as an express permission to practice a patent or covenant not to
+sue for patent infringement).  To "grant" such a patent license to a
+party means to make such an agreement or commitment not to enforce a
+patent against the party.
+
+  If you convey a covered work, knowingly relying on a patent license,
+and the Corresponding Source of the work is not available for anyone
+to copy, free of charge and under the terms of this License, through a
+publicly available network server or other readily accessible means,
+then you must either (1) cause the Corresponding Source to be so
+available, or (2) arrange to deprive yourself of the benefit of the
+patent license for this particular work, or (3) arrange, in a manner
+consistent with the requirements of this License, to extend the patent
+license to downstream recipients.  "Knowingly relying" means you have
+actual knowledge that, but for the patent license, your conveying the
+covered work in a country, or your recipient's use of the covered work
+in a country, would infringe one or more identifiable patents in that
+country that you have reason to believe are valid.
+
+  If, pursuant to or in connection with a single transaction or
+arrangement, you convey, or propagate by procuring conveyance of, a
+covered work, and grant a patent license to some of the parties
+receiving the covered work authorizing them to use, propagate, modify
+or convey a specific copy of the covered work, then the patent license
+you grant is automatically extended to all recipients of the covered
+work and works based on it.
+
+  A patent license is "discriminatory" if it does not include within
+the scope of its coverage, prohibits the exercise of, or is
+conditioned on the non-exercise of one or more of the rights that are
+specifically granted under this License.  You may not convey a covered
+work if you are a party to an arrangement with a third party that is
+in the business of distributing software, under which you make payment
+to the third party based on the extent of your activity of conveying
+the work, and under which the third party grants, to any of the
+parties who would receive the covered work from you, a discriminatory
+patent license (a) in connection with copies of the covered work
+conveyed by you (or copies made from those copies), or (b) primarily
+for and in connection with specific products or compilations that
+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+  12. No Surrender of Others' Freedom.
+
+  If conditions are imposed on you (whether by court order, agreement or
+otherwise) that contradict the conditions of this License, they do not
+excuse you from the conditions of this License.  If you cannot convey a
+covered work so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you may
+not convey it at all.  For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+  13. Remote Network Interaction; Use with the GNU General Public License.
+
+  Notwithstanding any other provision of this License, if you modify the
+Program, your modified version must prominently offer all users
+interacting with it remotely through a computer network (if your version
+supports such interaction) an opportunity to receive the Corresponding
+Source of your version by providing access to the Corresponding Source
+from a network server at no charge, through some standard or customary
+means of facilitating copying of software.  This Corresponding Source
+shall include the Corresponding Source for any work covered by version 3
+of the GNU General Public License that is incorporated pursuant to the
+following paragraph.
+
+  Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU General Public License into a single
+combined work, and to convey the resulting work.  The terms of this
+License will continue to apply to the part which is the covered work,
+but the work with which it is combined will remain governed by version
+3 of the GNU General Public License.
+
+  14. Revised Versions of this License.
+
+  The Free Software Foundation may publish revised and/or new versions of
+the GNU Affero General Public License from time to time.  Such new versions
+will be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+  Each version is given a distinguishing version number.  If the
+Program specifies that a certain numbered version of the GNU Affero General
+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation.  If the Program does not specify a version number of the
+GNU Affero General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+  If the Program specifies that a proxy can decide which future
+versions of the GNU Affero General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+  Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
+OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU Affero General Public License as published
+    by the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU Affero General Public License for more details.
+
+    You should have received a copy of the GNU Affero General Public License
+    along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If your software can interact with users remotely through a computer
+network, you should also make sure that it provides a way for users to
+get its source.  For example, if your program is a web application, its
+interface could display a "Source" link that leads users to an archive
+of the code.  There are many ways you could offer source, and different
+solutions will be better for different programs; see section 13 for the
+specific requirements.
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU AGPL, see
+<http://www.gnu.org/licenses/>.
diff --git a/Herodotos-Project-NER--pliny_the_elder/test.parquet b/Herodotos-Project-NER--pliny_the_elder/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..533990c6dadecef91943f7c7438405a40763ddfc
--- /dev/null
+++ b/Herodotos-Project-NER--pliny_the_elder/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cabb665b396035c1ca730e7af53e10971b9315b426c401113f87d0bbcfb6d22d
+size 308842
diff --git a/Herodotos-Project-NER--pliny_the_younger/LICENSE b/Herodotos-Project-NER--pliny_the_younger/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..dbbe3558157f5861bff35dcb37b328b679b0ccfd
--- /dev/null
+++ b/Herodotos-Project-NER--pliny_the_younger/LICENSE
@@ -0,0 +1,661 @@
+                    GNU AFFERO GENERAL PUBLIC LICENSE
+                       Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU Affero General Public License is a free, copyleft license for
+software and other kinds of works, specifically designed to ensure
+cooperation with the community in the case of network server software.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+our General Public Licenses are intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+  Developers that use our General Public Licenses protect your rights
+with two steps: (1) assert copyright on the software, and (2) offer
+you this License which gives you legal permission to copy, distribute
+and/or modify the software.
+
+  A secondary benefit of defending all users' freedom is that
+improvements made in alternate versions of the program, if they
+receive widespread use, become available for other developers to
+incorporate.  Many developers of free software are heartened and
+encouraged by the resulting cooperation.  However, in the case of
+software used on network servers, this result may fail to come about.
+The GNU General Public License permits making a modified version and
+letting the public access it on a server without ever releasing its
+source code to the public.
+
+  The GNU Affero General Public License is designed specifically to
+ensure that, in such cases, the modified source code becomes available
+to the community.  It requires the operator of a network server to
+provide the source code of the modified version running there to the
+users of that server.  Therefore, public use of a modified version, on
+a publicly accessible server, gives the public access to the source
+code of the modified version.
+
+  An older license, called the Affero General Public License and
+published by Affero, was designed to accomplish similar goals.  This is
+a different license, not a version of the Affero GPL, but Affero has
+released a new version of the Affero GPL which permits relicensing under
+this license.
+
+  The precise terms and conditions for copying, distribution and
+modification follow.
+
+                       TERMS AND CONDITIONS
+
+  0. Definitions.
+
+  "This License" refers to version 3 of the GNU Affero General Public License.
+
+  "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+  "The Program" refers to any copyrightable work licensed under this
+License.  Each licensee is addressed as "you".  "Licensees" and
+"recipients" may be individuals or organizations.
+
+  To "modify" a work means to copy from or adapt all or part of the work
+in a fashion requiring copyright permission, other than the making of an
+exact copy.  The resulting work is called a "modified version" of the
+earlier work or a work "based on" the earlier work.
+
+  A "covered work" means either the unmodified Program or a work based
+on the Program.
+
+  To "propagate" a work means to do anything with it that, without
+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
+computer or modifying a private copy.  Propagation includes copying,
+distribution (with or without modification), making available to the
+public, and in some countries other activities as well.
+
+  To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies.  Mere interaction with a user through
+a computer network, with no transfer of a copy, is not conveying.
+
+  An interactive user interface displays "Appropriate Legal Notices"
+to the extent that it includes a convenient and prominently visible
+feature that (1) displays an appropriate copyright notice, and (2)
+tells the user that there is no warranty for the work (except to the
+extent that warranties are provided), that licensees may convey the
+work under this License, and how to view a copy of this License.  If
+the interface presents a list of user commands or options, such as a
+menu, a prominent item in the list meets this criterion.
+
+  1. Source Code.
+
+  The "source code" for a work means the preferred form of the work
+for making modifications to it.  "Object code" means any non-source
+form of a work.
+
+  A "Standard Interface" means an interface that either is an official
+standard defined by a recognized standards body, or, in the case of
+interfaces specified for a particular programming language, one that
+is widely used among developers working in that language.
+
+  The "System Libraries" of an executable work include anything, other
+than the work as a whole, that (a) is included in the normal form of
+packaging a Major Component, but which is not part of that Major
+Component, and (b) serves only to enable use of the work with that
+Major Component, or to implement a Standard Interface for which an
+implementation is available to the public in source code form.  A
+"Major Component", in this context, means a major essential component
+(kernel, window system, and so on) of the specific operating system
+(if any) on which the executable work runs, or a compiler used to
+produce the work, or an object code interpreter used to run it.
+
+  The "Corresponding Source" for a work in object code form means all
+the source code needed to generate, install, and (for an executable
+work) run the object code and to modify the work, including scripts to
+control those activities.  However, it does not include the work's
+System Libraries, or general-purpose tools or generally available free
+programs which are used unmodified in performing those activities but
+which are not part of the work.  For example, Corresponding Source
+includes interface definition files associated with source files for
+the work, and the source code for shared libraries and dynamically
+linked subprograms that the work is specifically designed to require,
+such as by intimate data communication or control flow between those
+subprograms and other parts of the work.
+
+  The Corresponding Source need not include anything that users
+can regenerate automatically from other parts of the Corresponding
+Source.
+
+  The Corresponding Source for a work in source code form is that
+same work.
+
+  2. Basic Permissions.
+
+  All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
+covered work is covered by this License only if the output, given its
+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+  You may make, run and propagate covered works that you do not
+convey, without conditions so long as your license otherwise remains
+in force.  You may convey covered works to others for the sole purpose
+of having them make modifications exclusively for you, or provide you
+with facilities for running those works, provided that you comply with
+the terms of this License in conveying all material for which you do
+not control copyright.  Those thus making or running the covered works
+for you must do so exclusively on your behalf, under your direction
+and control, on terms that prohibit them from making any copies of
+your copyrighted material outside their relationship with you.
+
+  Conveying under any other circumstances is permitted solely under
+the conditions stated below.  Sublicensing is not allowed; section 10
+makes it unnecessary.
+
+  3. Protecting Users' Legal Rights From Anti-Circumvention Law.
+
+  No covered work shall be deemed part of an effective technological
+measure under any applicable law fulfilling obligations under article
+11 of the WIPO copyright treaty adopted on 20 December 1996, or
+similar laws prohibiting or restricting circumvention of such
+measures.
+
+  When you convey a covered work, you waive any legal power to forbid
+circumvention of technological measures to the extent such circumvention
+is effected by exercising rights under this License with respect to
+the covered work, and you disclaim any intention to limit operation or
+modification of the work as a means of enforcing, against the work's
+users, your or third parties' legal rights to forbid circumvention of
+technological measures.
+
+  4. Conveying Verbatim Copies.
+
+  You may convey verbatim copies of the Program's source code as you
+receive it, in any medium, provided that you conspicuously and
+appropriately publish on each copy an appropriate copyright notice;
+keep intact all notices stating that this License and any
+non-permissive terms added in accord with section 7 apply to the code;
+keep intact all notices of the absence of any warranty; and give all
+recipients a copy of this License along with the Program.
+
+  You may charge any price or no price for each copy that you convey,
+and you may offer support or warranty protection for a fee.
+
+  5. Conveying Modified Source Versions.
+
+  You may convey a work based on the Program, or the modifications to
+produce it from the Program, in the form of source code under the
+terms of section 4, provided that you also meet all of these conditions:
+
+    a) The work must carry prominent notices stating that you modified
+    it, and giving a relevant date.
+
+    b) The work must carry prominent notices stating that it is
+    released under this License and any conditions added under section
+    7.  This requirement modifies the requirement in section 4 to
+    "keep intact all notices".
+
+    c) You must license the entire work, as a whole, under this
+    License to anyone who comes into possession of a copy.  This
+    License will therefore apply, along with any applicable section 7
+    additional terms, to the whole of the work, and all its parts,
+    regardless of how they are packaged.  This License gives no
+    permission to license the work in any other way, but it does not
+    invalidate such permission if you have separately received it.
+
+    d) If the work has interactive user interfaces, each must display
+    Appropriate Legal Notices; however, if the Program has interactive
+    interfaces that do not display Appropriate Legal Notices, your
+    work need not make them do so.
+
+  A compilation of a covered work with other separate and independent
+works, which are not by their nature extensions of the covered work,
+and which are not combined with it such as to form a larger program,
+in or on a volume of a storage or distribution medium, is called an
+"aggregate" if the compilation and its resulting copyright are not
+used to limit the access or legal rights of the compilation's users
+beyond what the individual works permit.  Inclusion of a covered work
+in an aggregate does not cause this License to apply to the other
+parts of the aggregate.
+
+  6. Conveying Non-Source Forms.
+
+  You may convey a covered work in object code form under the terms
+of sections 4 and 5, provided that you also convey the
+machine-readable Corresponding Source under the terms of this License,
+in one of these ways:
+
+    a) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by the
+    Corresponding Source fixed on a durable physical medium
+    customarily used for software interchange.
+
+    b) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by a
+    written offer, valid for at least three years and valid for as
+    long as you offer spare parts or customer support for that product
+    model, to give anyone who possesses the object code either (1) a
+    copy of the Corresponding Source for all the software in the
+    product that is covered by this License, on a durable physical
+    medium customarily used for software interchange, for a price no
+    more than your reasonable cost of physically performing this
+    conveying of source, or (2) access to copy the
+    Corresponding Source from a network server at no charge.
+
+    c) Convey individual copies of the object code with a copy of the
+    written offer to provide the Corresponding Source.  This
+    alternative is allowed only occasionally and noncommercially, and
+    only if you received the object code with such an offer, in accord
+    with subsection 6b.
+
+    d) Convey the object code by offering access from a designated
+    place (gratis or for a charge), and offer equivalent access to the
+    Corresponding Source in the same way through the same place at no
+    further charge.  You need not require recipients to copy the
+    Corresponding Source along with the object code.  If the place to
+    copy the object code is a network server, the Corresponding Source
+    may be on a different server (operated by you or a third party)
+    that supports equivalent copying facilities, provided you maintain
+    clear directions next to the object code saying where to find the
+    Corresponding Source.  Regardless of what server hosts the
+    Corresponding Source, you remain obligated to ensure that it is
+    available for as long as needed to satisfy these requirements.
+
+    e) Convey the object code using peer-to-peer transmission, provided
+    you inform other peers where the object code and Corresponding
+    Source of the work are being offered to the general public at no
+    charge under subsection 6d.
+
+  A separable portion of the object code, whose source code is excluded
+from the Corresponding Source as a System Library, need not be
+included in conveying the object code work.
+
+  A "User Product" is either (1) a "consumer product", which means any
+tangible personal property which is normally used for personal, family,
+or household purposes, or (2) anything designed or sold for incorporation
+into a dwelling.  In determining whether a product is a consumer product,
+doubtful cases shall be resolved in favor of coverage.  For a particular
+product received by a particular user, "normally used" refers to a
+typical or common use of that class of product, regardless of the status
+of the particular user or of the way in which the particular user
+actually uses, or expects or is expected to use, the product.  A product
+is a consumer product regardless of whether the product has substantial
+commercial, industrial or non-consumer uses, unless such uses represent
+the only significant mode of use of the product.
+
+  "Installation Information" for a User Product means any methods,
+procedures, authorization keys, or other information required to install
+and execute modified versions of a covered work in that User Product from
+a modified version of its Corresponding Source.  The information must
+suffice to ensure that the continued functioning of the modified object
+code is in no case prevented or interfered with solely because
+modification has been made.
+
+  If you convey an object code work under this section in, or with, or
+specifically for use in, a User Product, and the conveying occurs as
+part of a transaction in which the right of possession and use of the
+User Product is transferred to the recipient in perpetuity or for a
+fixed term (regardless of how the transaction is characterized), the
+Corresponding Source conveyed under this section must be accompanied
+by the Installation Information.  But this requirement does not apply
+if neither you nor any third party retains the ability to install
+modified object code on the User Product (for example, the work has
+been installed in ROM).
+
+  The requirement to provide Installation Information does not include a
+requirement to continue to provide support service, warranty, or updates
+for a work that has been modified or installed by the recipient, or for
+the User Product in which it has been modified or installed.  Access to a
+network may be denied when the modification itself materially and
+adversely affects the operation of the network or violates the rules and
+protocols for communication across the network.
+
+  Corresponding Source conveyed, and Installation Information provided,
+in accord with this section must be in a format that is publicly
+documented (and with an implementation available to the public in
+source code form), and must require no special password or key for
+unpacking, reading or copying.
+
+  7. Additional Terms.
+
+  "Additional permissions" are terms that supplement the terms of this
+License by making exceptions from one or more of its conditions.
+Additional permissions that are applicable to the entire Program shall
+be treated as though they were included in this License, to the extent
+that they are valid under applicable law.  If additional permissions
+apply only to part of the Program, that part may be used separately
+under those permissions, but the entire Program remains governed by
+this License without regard to the additional permissions.
+
+  When you convey a copy of a covered work, you may at your option
+remove any additional permissions from that copy, or from any part of
+it.  (Additional permissions may be written to require their own
+removal in certain cases when you modify the work.)  You may place
+additional permissions on material, added by you to a covered work,
+for which you have or can give appropriate copyright permission.
+
+  Notwithstanding any other provision of this License, for material you
+add to a covered work, you may (if authorized by the copyright holders of
+that material) supplement the terms of this License with terms:
+
+    a) Disclaiming warranty or limiting liability differently from the
+    terms of sections 15 and 16 of this License; or
+
+    b) Requiring preservation of specified reasonable legal notices or
+    author attributions in that material or in the Appropriate Legal
+    Notices displayed by works containing it; or
+
+    c) Prohibiting misrepresentation of the origin of that material, or
+    requiring that modified versions of such material be marked in
+    reasonable ways as different from the original version; or
+
+    d) Limiting the use for publicity purposes of names of licensors or
+    authors of the material; or
+
+    e) Declining to grant rights under trademark law for use of some
+    trade names, trademarks, or service marks; or
+
+    f) Requiring indemnification of licensors and authors of that
+    material by anyone who conveys the material (or modified versions of
+    it) with contractual assumptions of liability to the recipient, for
+    any liability that these contractual assumptions directly impose on
+    those licensors and authors.
+
+  All other non-permissive additional terms are considered "further
+restrictions" within the meaning of section 10.  If the Program as you
+received it, or any part of it, contains a notice stating that it is
+governed by this License along with a term that is a further
+restriction, you may remove that term.  If a license document contains
+a further restriction but permits relicensing or conveying under this
+License, you may add to a covered work material governed by the terms
+of that license document, provided that the further restriction does
+not survive such relicensing or conveying.
+
+  If you add terms to a covered work in accord with this section, you
+must place, in the relevant source files, a statement of the
+additional terms that apply to those files, or a notice indicating
+where to find the applicable terms.
+
+  Additional terms, permissive or non-permissive, may be stated in the
+form of a separately written license, or stated as exceptions;
+the above requirements apply either way.
+
+  8. Termination.
+
+  You may not propagate or modify a covered work except as expressly
+provided under this License.  Any attempt otherwise to propagate or
+modify it is void, and will automatically terminate your rights under
+this License (including any patent licenses granted under the third
+paragraph of section 11).
+
+  However, if you cease all violation of this License, then your
+license from a particular copyright holder is reinstated (a)
+provisionally, unless and until the copyright holder explicitly and
+finally terminates your license, and (b) permanently, if the copyright
+holder fails to notify you of the violation by some reasonable means
+prior to 60 days after the cessation.
+
+  Moreover, your license from a particular copyright holder is
+reinstated permanently if the copyright holder notifies you of the
+violation by some reasonable means, this is the first time you have
+received notice of violation of this License (for any work) from that
+copyright holder, and you cure the violation prior to 30 days after
+your receipt of the notice.
+
+  Termination of your rights under this section does not terminate the
+licenses of parties who have received copies or rights from you under
+this License.  If your rights have been terminated and not permanently
+reinstated, you do not qualify to receive new licenses for the same
+material under section 10.
+
+  9. Acceptance Not Required for Having Copies.
+
+  You are not required to accept this License in order to receive or
+run a copy of the Program.  Ancillary propagation of a covered work
+occurring solely as a consequence of using peer-to-peer transmission
+to receive a copy likewise does not require acceptance.  However,
+nothing other than this License grants you permission to propagate or
+modify any covered work.  These actions infringe copyright if you do
+not accept this License.  Therefore, by modifying or propagating a
+covered work, you indicate your acceptance of this License to do so.
+
+  10. Automatic Licensing of Downstream Recipients.
+
+  Each time you convey a covered work, the recipient automatically
+receives a license from the original licensors, to run, modify and
+propagate that work, subject to this License.  You are not responsible
+for enforcing compliance by third parties with this License.
+
+  An "entity transaction" is a transaction transferring control of an
+organization, or substantially all assets of one, or subdividing an
+organization, or merging organizations.  If propagation of a covered
+work results from an entity transaction, each party to that
+transaction who receives a copy of the work also receives whatever
+licenses to the work the party's predecessor in interest had or could
+give under the previous paragraph, plus a right to possession of the
+Corresponding Source of the work from the predecessor in interest, if
+the predecessor has it or can get it with reasonable efforts.
+
+  You may not impose any further restrictions on the exercise of the
+rights granted or affirmed under this License.  For example, you may
+not impose a license fee, royalty, or other charge for exercise of
+rights granted under this License, and you may not initiate litigation
+(including a cross-claim or counterclaim in a lawsuit) alleging that
+any patent claim is infringed by making, using, selling, offering for
+sale, or importing the Program or any portion of it.
+
+  11. Patents.
+
+  A "contributor" is a copyright holder who authorizes use under this
+License of the Program or a work on which the Program is based.  The
+work thus licensed is called the contributor's "contributor version".
+
+  A contributor's "essential patent claims" are all patent claims
+owned or controlled by the contributor, whether already acquired or
+hereafter acquired, that would be infringed by some manner, permitted
+by this License, of making, using, or selling its contributor version,
+but do not include claims that would be infringed only as a
+consequence of further modification of the contributor version.  For
+purposes of this definition, "control" includes the right to grant
+patent sublicenses in a manner consistent with the requirements of
+this License.
+
+  Each contributor grants you a non-exclusive, worldwide, royalty-free
+patent license under the contributor's essential patent claims, to
+make, use, sell, offer for sale, import and otherwise run, modify and
+propagate the contents of its contributor version.
+
+  In the following three paragraphs, a "patent license" is any express
+agreement or commitment, however denominated, not to enforce a patent
+(such as an express permission to practice a patent or covenant not to
+sue for patent infringement).  To "grant" such a patent license to a
+party means to make such an agreement or commitment not to enforce a
+patent against the party.
+
+  If you convey a covered work, knowingly relying on a patent license,
+and the Corresponding Source of the work is not available for anyone
+to copy, free of charge and under the terms of this License, through a
+publicly available network server or other readily accessible means,
+then you must either (1) cause the Corresponding Source to be so
+available, or (2) arrange to deprive yourself of the benefit of the
+patent license for this particular work, or (3) arrange, in a manner
+consistent with the requirements of this License, to extend the patent
+license to downstream recipients.  "Knowingly relying" means you have
+actual knowledge that, but for the patent license, your conveying the
+covered work in a country, or your recipient's use of the covered work
+in a country, would infringe one or more identifiable patents in that
+country that you have reason to believe are valid.
+
+  If, pursuant to or in connection with a single transaction or
+arrangement, you convey, or propagate by procuring conveyance of, a
+covered work, and grant a patent license to some of the parties
+receiving the covered work authorizing them to use, propagate, modify
+or convey a specific copy of the covered work, then the patent license
+you grant is automatically extended to all recipients of the covered
+work and works based on it.
+
+  A patent license is "discriminatory" if it does not include within
+the scope of its coverage, prohibits the exercise of, or is
+conditioned on the non-exercise of one or more of the rights that are
+specifically granted under this License.  You may not convey a covered
+work if you are a party to an arrangement with a third party that is
+in the business of distributing software, under which you make payment
+to the third party based on the extent of your activity of conveying
+the work, and under which the third party grants, to any of the
+parties who would receive the covered work from you, a discriminatory
+patent license (a) in connection with copies of the covered work
+conveyed by you (or copies made from those copies), or (b) primarily
+for and in connection with specific products or compilations that
+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+  12. No Surrender of Others' Freedom.
+
+  If conditions are imposed on you (whether by court order, agreement or
+otherwise) that contradict the conditions of this License, they do not
+excuse you from the conditions of this License.  If you cannot convey a
+covered work so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you may
+not convey it at all.  For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+  13. Remote Network Interaction; Use with the GNU General Public License.
+
+  Notwithstanding any other provision of this License, if you modify the
+Program, your modified version must prominently offer all users
+interacting with it remotely through a computer network (if your version
+supports such interaction) an opportunity to receive the Corresponding
+Source of your version by providing access to the Corresponding Source
+from a network server at no charge, through some standard or customary
+means of facilitating copying of software.  This Corresponding Source
+shall include the Corresponding Source for any work covered by version 3
+of the GNU General Public License that is incorporated pursuant to the
+following paragraph.
+
+  Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU General Public License into a single
+combined work, and to convey the resulting work.  The terms of this
+License will continue to apply to the part which is the covered work,
+but the work with which it is combined will remain governed by version
+3 of the GNU General Public License.
+
+  14. Revised Versions of this License.
+
+  The Free Software Foundation may publish revised and/or new versions of
+the GNU Affero General Public License from time to time.  Such new versions
+will be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+  Each version is given a distinguishing version number.  If the
+Program specifies that a certain numbered version of the GNU Affero General
+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation.  If the Program does not specify a version number of the
+GNU Affero General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+  If the Program specifies that a proxy can decide which future
+versions of the GNU Affero General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+  Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
+OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU Affero General Public License as published
+    by the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU Affero General Public License for more details.
+
+    You should have received a copy of the GNU Affero General Public License
+    along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If your software can interact with users remotely through a computer
+network, you should also make sure that it provides a way for users to
+get its source.  For example, if your program is a web application, its
+interface could display a "Source" link that leads users to an archive
+of the code.  There are many ways you could offer source, and different
+solutions will be better for different programs; see section 13 for the
+specific requirements.
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU AGPL, see
+<http://www.gnu.org/licenses/>.
diff --git a/Herodotos-Project-NER--pliny_the_younger/test.parquet b/Herodotos-Project-NER--pliny_the_younger/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..2c2e1c5949db834ca093403a3ba0bb5ffdfb692e
--- /dev/null
+++ b/Herodotos-Project-NER--pliny_the_younger/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b1b0329152df104da62d5e2b27515800804f6643e65694b2627ed1749e46725d
+size 156855
diff --git a/JNLPBA/LICENSE b/JNLPBA/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..48bb711bd88e47846171a609ff43e5479afeaae3
--- /dev/null
+++ b/JNLPBA/LICENSE
@@ -0,0 +1,90 @@
+GENIA Project License for Annotated Corpora
+
+1. Copyright of abstracts
+
+Any abstracts contained in this corpus are from PubMed(R), a database
+of the U.S. National Library of Medicine (NLM).
+
+NLM data are produced by a U.S. Government agency and include works of
+the United States Government that are not protected by U.S. copyright
+law but may be protected by non-US copyright law, as well as abstracts
+originating from publications that may be protected by U.S. copyright
+law.
+
+NLM assumes no responsibility or liability associated with use of
+copyrighted material, including transmitting, reproducing,
+redistributing, or making commercial use of the data. NLM does not
+provide legal advice regarding copyright, fair use, or other aspects
+of intellectual property rights. Persons contemplating any type of
+transmission or reproduction of copyrighted material such as abstracts
+are advised to consult legal counsel.
+
+2. Copyright of full texts
+
+Any full texts contained in this corpus are from the PMC Open Access
+Subset of PubMed Central (PMC), the U.S. National Institutes of Health
+(NIH) free digital archive of biomedical and life sciences journal
+literature.
+
+Articles in the PMC Open Access Subset are protected by copyright, but
+are made available under a Creative Commons or similar license that
+generally allows more liberal redistribution and reuse than a
+traditional copyrighted work. Please refer to the license of each
+article for specific license terms.
+
+3. Copyright of annotations
+
+The copyrights of annotations created in the GENIA Project of Tsujii
+Laboratory, University of Tokyo, belong in their entirety to the GENIA
+Project.
+
+4. Licence terms
+
+Use and distribution of abstracts drawn from PubMed is subject to the
+PubMed(R) license terms as stated in Clause 1.
+
+Use and distribution of full texts is subject to the license terms
+applying to each publication.
+
+Annotations created by the GENIA Project are licensed under the
+Creative Commons Attribution 3.0 Unported License. To view a copy of
+this license, visit http://creativecommons.org/licenses/by/3.0/ or
+send a letter to Creative Commons, 444 Castro Street, Suite 900,
+Mountain View, California, 94041, USA.
+
+Annotations created by the GENIA Project must be attributed as
+detailed in Clause 5.
+
+5. Attribution
+
+The GENIA Project was founded and led by prof. Jun'ichi Tsujii and
+the project and its annotation efforts have been coordinated in part
+by Nigel Collier, Yuka Tateisi, Sang-Zoo Lee, Tomoko Ohta, Jin-Dong
+Kim, and Sampo Pyysalo.
+
+For a complete list of the GENIA Project members and contributors,
+please refer to http://www.geniaproject.org.
+
+The GENIA Project has been supported by Grant-in-Aid for Scientific
+Research on Priority Area "Genome Information Science" (MEXT, Japan),
+Grant-in-Aid for Scientific Research on Priority Area "Systems
+Genomics" (MEXT, Japan), Core Research for Evolutional Science &
+Technology (CREST) "Information Mobility Project" (JST, Japan),
+Solution Oriented Research for Science and Technology (SORST) (JST,
+Japan), Genome Network Project (MEXT, Japan) and Grant-in-Aid for
+Specially Promoted Research (MEXT, Japan).
+
+Annotations covered by this license must be attributed as follows:
+
+    Corpus annotations (c) GENIA Project
+
+Distributions including annotations covered by this licence must
+include this license text and Attribution section.
+
+6. References
+
+- GENIA Project : http://www.geniaproject.org
+- PubMed : http://www.pubmed.gov/
+- NLM (United States National Library of Medicine) : http://www.nlm.nih.gov/
+- MEXT (Ministry of Education, Culture, Sports, Science and Technology) : http://www.mext.go.jp/
+- JST (Japan Science and Technology Agency) : http://www.jst.go.jp
diff --git a/JNLPBA/test.parquet b/JNLPBA/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d915ab31401152b91a27b67793ff86cc8d54450a
--- /dev/null
+++ b/JNLPBA/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d03f3feaac79134e43d644042669f68f63f379434b3443143df7d1278c13ed9b
+size 631360
diff --git a/JNLPBA/train.parquet b/JNLPBA/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..58c561c41788d72b3885ad6c44f24df3359141a7
--- /dev/null
+++ b/JNLPBA/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a98c2d1865f961d9bdecec38167b78670c5803582abad75d6fbd300118eda9f7
+size 3028905
diff --git a/Japanese-Wikipedia/test.parquet b/Japanese-Wikipedia/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..889e5742116d01a1d7310f5ebbc9049e96315377
--- /dev/null
+++ b/Japanese-Wikipedia/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:74f62a362afa00ca130f555771232d182b4467407f2870d914b3f48e60fb84ba
+size 554958
diff --git a/MasakhaNER-X--am/test.parquet b/MasakhaNER-X--am/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..1cfa8faff416ff9610f9f2b933ca9787c0664d6a
--- /dev/null
+++ b/MasakhaNER-X--am/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:22d1894dfab974651dc70b21046ca38ea8f3fb4af0624c51e58c8fbfded8f42d
+size 49220
diff --git a/MasakhaNER-X--am/train.parquet b/MasakhaNER-X--am/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..72eb21c4d80528fe458752ef0da47e2102d3f7be
--- /dev/null
+++ b/MasakhaNER-X--am/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b0de66007147f8abef491db3b402086300fc5f356e8f67038625dfb316d9bc0
+size 130696
diff --git a/MasakhaNER-X--am/validation.parquet b/MasakhaNER-X--am/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a45088e9728e979cec9501e49a20bf103c4a96e5
--- /dev/null
+++ b/MasakhaNER-X--am/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6217f3ed2f19b7106b71ead6913c9707b21b23e2e7cee3f816822ed19c7206fd
+size 29220
diff --git a/MasakhaNER-X--bbj/test.parquet b/MasakhaNER-X--bbj/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..92fdc87ee1218aa0a6ced63254250771478736c9
--- /dev/null
+++ b/MasakhaNER-X--bbj/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:de744755316b93385ae0ce4952c148063ce5b4840c1e6f5365fa4c3323b9b89f
+size 69245
diff --git a/MasakhaNER-X--bbj/train.parquet b/MasakhaNER-X--bbj/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..21869e64b9253d1f6b6bfe22c29cf31da540f4e0
--- /dev/null
+++ b/MasakhaNER-X--bbj/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:003715f557b53bc961bf36eba8cde4ab73a433e18e00b8a0db7827a94e5bdb09
+size 97604
diff --git a/MasakhaNER-X--bbj/validation.parquet b/MasakhaNER-X--bbj/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e945747e19da9532d9e222e5180d973f7cfca30a
--- /dev/null
+++ b/MasakhaNER-X--bbj/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0d08960df98f46cca165dd738e5eeb3741f2b4e6187052554e2b07494dcdb207
+size 36628
diff --git a/MasakhaNER-X--bm/test.parquet b/MasakhaNER-X--bm/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..cc99d1e5e0c4e118ca6910a59edfaf6f0feec90d
--- /dev/null
+++ b/MasakhaNER-X--bm/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fa67395f2a316a30575398d3df5acf4dc99017d2a56a7a07cb757e8a481eca47
+size 85361
diff --git a/MasakhaNER-X--bm/train.parquet b/MasakhaNER-X--bm/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5b99e86013ef520de31dec539b0609a4732345cd
--- /dev/null
+++ b/MasakhaNER-X--bm/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e49a17b4dddfc9e5383e78cac14ba2cf6e8f5ab2fa9dc706229bc5f85302372d
+size 116343
diff --git a/MasakhaNER-X--bm/validation.parquet b/MasakhaNER-X--bm/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c8fe9315ac619b162750b47a09304727b97a9b08
--- /dev/null
+++ b/MasakhaNER-X--bm/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b018f86d832eabd83767598383a78815d18018bdec224bec9b926b4c7f8ef2a8
+size 55906
diff --git a/MasakhaNER-X--ee/test.parquet b/MasakhaNER-X--ee/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..82b8df8ba2f38fdc5dc35700cbbca905932f5b33
--- /dev/null
+++ b/MasakhaNER-X--ee/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b8aa43a2a130f49f5421dbca112456eebc14336d46d4870bc45ec9e77afaff95
+size 79963
diff --git a/MasakhaNER-X--ee/train.parquet b/MasakhaNER-X--ee/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..2a89b6fd12c6dea1ccb87d740e9df75360b7ce0d
--- /dev/null
+++ b/MasakhaNER-X--ee/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c0a6b2825dff1f46df24ccc766f136c36832cfc4fd4915f122e2f9f0b94ea5fa
+size 105616
diff --git a/MasakhaNER-X--ee/validation.parquet b/MasakhaNER-X--ee/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f266972728c3f2eaf70fdb7887c94f8cc674dfa1
--- /dev/null
+++ b/MasakhaNER-X--ee/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5b9f35b39cebcc44fffc0ae0d87ccbd820ab7296d49563040dcd55eda6e3806e
+size 40080
diff --git a/MasakhaNER-X--ha/test.parquet b/MasakhaNER-X--ha/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..10224e286a60ef0f3cebb04b4375aa941c813359
--- /dev/null
+++ b/MasakhaNER-X--ha/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c5c341c68a2c40a4934e54b4b715fc11621ffcc99403aa642694508dbd513d2
+size 56179
diff --git a/MasakhaNER-X--ha/train.parquet b/MasakhaNER-X--ha/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5d3aa68e43e6d1955bd7e6eb8409b3f39347d71d
--- /dev/null
+++ b/MasakhaNER-X--ha/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66da93ff3fba16c9d71963fc53766eabda892ee76bdcce8f06a39a8f0fddd692
+size 139779
diff --git a/MasakhaNER-X--ha/validation.parquet b/MasakhaNER-X--ha/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7af2fce91dc3f9fe0086ff6b9c89dced7f819a8d
--- /dev/null
+++ b/MasakhaNER-X--ha/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b9f4db731f45feb2512f1730f9d1987f8eed39dad01f096dbdff2a0a7563179a
+size 32219
diff --git a/MasakhaNER-X--ig/test.parquet b/MasakhaNER-X--ig/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3583c8e532e14495c6062495bcfcdb6475b46fde
--- /dev/null
+++ b/MasakhaNER-X--ig/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ab08ae002a0bd06b9b9d0d4b069eb093bb7429db8ed4d293b4aa0496ec4bcf92
+size 96704
diff --git a/MasakhaNER-X--ig/train.parquet b/MasakhaNER-X--ig/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..593f39e05e485d6fbe627bbeacfced78bae3932a
--- /dev/null
+++ b/MasakhaNER-X--ig/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1cec5eeea34e2fcee55c7b11ccf1415674152ded1fb4d0d281822d8c1ea0c778
+size 130080
diff --git a/MasakhaNER-X--ig/validation.parquet b/MasakhaNER-X--ig/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..1dcac2919da96d3adc0676c76f0ade1d2da106a7
--- /dev/null
+++ b/MasakhaNER-X--ig/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c535ee0cba651318020636b3a767c1b8b23872deabc927bf4ae7ee5d2342a99
+size 90689
diff --git a/MasakhaNER-X--lg/test.parquet b/MasakhaNER-X--lg/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f97ff6a30ac62125c379b863416b50c755485c85
--- /dev/null
+++ b/MasakhaNER-X--lg/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83a80a4da7103eb840638144bd3dcc2c7c0a78e4c1c3e7dd92725d7f748aeb11
+size 88179
diff --git a/MasakhaNER-X--lg/train.parquet b/MasakhaNER-X--lg/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..2fe524ed4ac8acc059cf42ae8457040c3fbba0a5
--- /dev/null
+++ b/MasakhaNER-X--lg/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bbb880f6f668eb584d741945a119c379bd622ac17f29d063aa0782381d87ec2a
+size 126020
diff --git a/MasakhaNER-X--lg/validation.parquet b/MasakhaNER-X--lg/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..65123e520b6b72072c54d600d22d2e20dc0b377e
--- /dev/null
+++ b/MasakhaNER-X--lg/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d53eef0365cd4373a8486320c306a255bec2830d5782a1217225dc1ffe350cc4
+size 73784
diff --git a/MasakhaNER-X--luo/test.parquet b/MasakhaNER-X--luo/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6818070f786d28d080bc22a454ecd9d1bab6c8bb
--- /dev/null
+++ b/MasakhaNER-X--luo/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c1b5e528bf15d630db12a19d3966d8535ca430ae969ce12baeb09c39e63c9365
+size 22379
diff --git a/MasakhaNER-X--luo/train.parquet b/MasakhaNER-X--luo/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..09ffab6e2b979c048e005966886a9142aad56d60
--- /dev/null
+++ b/MasakhaNER-X--luo/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:234a01191410eb5925506457571d6c1728f86290f1c66d577a948880929ab9da
+size 62602
diff --git a/MasakhaNER-X--luo/validation.parquet b/MasakhaNER-X--luo/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..17da1bff8f663af2509b781ab2d7cbbe8bd6f671
--- /dev/null
+++ b/MasakhaNER-X--luo/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6310a5d25bcc740d8ccc8ad916b81a0841dd11628e39f106b21555b1207ba2e7
+size 14598
diff --git a/MasakhaNER-X--mos/test.parquet b/MasakhaNER-X--mos/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ba6d948d7ec565cc9bbf3762de2166fd9453db86
--- /dev/null
+++ b/MasakhaNER-X--mos/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d9c88834e486b633bd65c83f80a53de098a5310b4f5470b5e080ccf63cdf6a3d
+size 74890
diff --git a/MasakhaNER-X--mos/train.parquet b/MasakhaNER-X--mos/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..60fc9ed64c717f7e776cf65d19140e6c189179e9
--- /dev/null
+++ b/MasakhaNER-X--mos/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:15caddb094e330f96c5576f69c1f92094cfa4ba7dc518a57783dd1770257c303
+size 121969
diff --git a/MasakhaNER-X--mos/validation.parquet b/MasakhaNER-X--mos/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..9154c9c2894e422cfe27241eff75b458c0162176
--- /dev/null
+++ b/MasakhaNER-X--mos/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d85f7bef3506ad4f90b51e365f7838a7652fba189ae0bc53ca07a696a825a4d0
+size 55466
diff --git a/MasakhaNER-X--ny/test.parquet b/MasakhaNER-X--ny/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..755c6eb6817a95768f36a80c250bcfa4d46b5db8
--- /dev/null
+++ b/MasakhaNER-X--ny/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:32b4f98da41e7fcaab87b13292039cd46c8422d87eda201c18a3095fedfae492
+size 112052
diff --git a/MasakhaNER-X--ny/train.parquet b/MasakhaNER-X--ny/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..4c9206c6357d2eb3bda3c930cdbfaa5f3a49d898
--- /dev/null
+++ b/MasakhaNER-X--ny/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2dfc1fbbf26a2801050065eb5b5e6ab0979f2f1395069a6a763c48b2a232b14
+size 157844
diff --git a/MasakhaNER-X--ny/validation.parquet b/MasakhaNER-X--ny/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..485fabeb47c462b132335fce3fc9a4afc24799c5
--- /dev/null
+++ b/MasakhaNER-X--ny/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:848f1bd4c57c89c47bd2df41b2bc7e6ff0edf8b81ddde7a347ed30851cdfe9fa
+size 97690
diff --git a/MasakhaNER-X--pcm/test.parquet b/MasakhaNER-X--pcm/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..1f7e4ed72fb3c279b2ff8afa27e238d4c18c1222
--- /dev/null
+++ b/MasakhaNER-X--pcm/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ccb595ce006d325d03d32dc7c5c8a73365ca5d4b70eb7f9908c719a1f20e38ab
+size 93001
diff --git a/MasakhaNER-X--pcm/train.parquet b/MasakhaNER-X--pcm/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..31bbc88ca421503ce24148dadcf569756b2646dc
--- /dev/null
+++ b/MasakhaNER-X--pcm/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60ac938703752b90e41402d751954c9d9a3857942595c2c015ee00709cbb0686
+size 134894
diff --git a/MasakhaNER-X--pcm/validation.parquet b/MasakhaNER-X--pcm/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..168e5495282c2530dc6135d33e8d91ca37b323b1
--- /dev/null
+++ b/MasakhaNER-X--pcm/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4245669afb44e6a9d727c2fa78c97c25de3130c994501cc5ae8c3b90d16d840d
+size 95175
diff --git a/MasakhaNER-X--rw/test.parquet b/MasakhaNER-X--rw/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..aadc58cefde8b3169467c86a7b71e2c5e326085c
--- /dev/null
+++ b/MasakhaNER-X--rw/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:deb76c38e4457acc9455087b9102b427f81454dc06d1f7fdd6191ccea1e59d82
+size 94826
diff --git a/MasakhaNER-X--rw/train.parquet b/MasakhaNER-X--rw/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7649b8781c2a8c99a01732cfadac56ebf5c1ff25
--- /dev/null
+++ b/MasakhaNER-X--rw/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b55fd406e56ddb13f37084892675f67ace392f9a8c0b95d07735a36762d996b
+size 136688
diff --git a/MasakhaNER-X--rw/validation.parquet b/MasakhaNER-X--rw/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f36f75f9c2381e60bcf2d3f5a88000a8f5266188
--- /dev/null
+++ b/MasakhaNER-X--rw/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ef8e4f2685b83c5e752c61a85b8f5bf1d3966b382060d71b59056393bfb15ee3
+size 88069
diff --git a/MasakhaNER-X--sn/test.parquet b/MasakhaNER-X--sn/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..79231dcfe70d1fb4f38a25305c000c0cf5473b86
--- /dev/null
+++ b/MasakhaNER-X--sn/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2404c60f6802bed73ed2fc8b039868a43680a69b1dc4c3528ca17c67fee88068
+size 98195
diff --git a/MasakhaNER-X--sn/train.parquet b/MasakhaNER-X--sn/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6389dea15935dade19622745100132d8e5960ef2
--- /dev/null
+++ b/MasakhaNER-X--sn/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:78279469fb32b4aca58ddb4a168843bd20409b9072384fee93a7eab580ccfbfe
+size 139503
diff --git a/MasakhaNER-X--sn/validation.parquet b/MasakhaNER-X--sn/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..cd80fba454e0779c268d4be5edc0c8eeff73507e
--- /dev/null
+++ b/MasakhaNER-X--sn/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:811d3d1e633ef41236cda6b4c765c34d78e635352468924d8b77fd537c9f82dc
+size 88174
diff --git a/MasakhaNER-X--sw/test.parquet b/MasakhaNER-X--sw/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..9d83572ae3d9d91634caa093e79cc2f7099c0d50
--- /dev/null
+++ b/MasakhaNER-X--sw/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be5b93949a4f018641ad9d289f5658174021cc3e3e01e9def06e283a10edf56d
+size 101216
diff --git a/MasakhaNER-X--sw/train.parquet b/MasakhaNER-X--sw/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..46669226ebfc8efdcbbcf037fc5a0f36d8831c66
--- /dev/null
+++ b/MasakhaNER-X--sw/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d08516e26276c8539bf37958c503df65ac58bbc93060c921ff4ccf4582b01c37
+size 143012
diff --git a/MasakhaNER-X--sw/validation.parquet b/MasakhaNER-X--sw/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c8dd8b333b78fc9fb7f4e770a4f895bba657ecb0
--- /dev/null
+++ b/MasakhaNER-X--sw/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f85eee97a9c29fe8d5d35d684fc958f47a68257bc42e89cea6ada1847f0e179
+size 101077
diff --git a/MasakhaNER-X--tn/test.parquet b/MasakhaNER-X--tn/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a6c61b5685e451f7155ea7d876504d83cea061ad
--- /dev/null
+++ b/MasakhaNER-X--tn/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d048eca4a9bb6c3f6411a91f252ab6a3266fadd21bc9a0f1fcf271d27b8b245c
+size 82537
diff --git a/MasakhaNER-X--tn/train.parquet b/MasakhaNER-X--tn/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..513399b345272b87cf2e4bd48546c2de5357ebb4
--- /dev/null
+++ b/MasakhaNER-X--tn/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1122e10549e57c361f13f7a82e41c82f6a3762239bca7fb30fb6f9e256e4eca6
+size 128139
diff --git a/MasakhaNER-X--tn/validation.parquet b/MasakhaNER-X--tn/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d5072e49f556f4c20801d7eed6bdf74166b2afd7
--- /dev/null
+++ b/MasakhaNER-X--tn/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e113d5340c0645c12e760dd2c504183d5b6d5224a6b8386762f2d808ecca7718
+size 47241
diff --git a/MasakhaNER-X--tw/test.parquet b/MasakhaNER-X--tw/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..61cea35c94340c14d82621e5b4802dc8369fa511
--- /dev/null
+++ b/MasakhaNER-X--tw/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:07d2c5652c0db67c969e78d93c7508951886f8681587ffddfc308c53a897ef3d
+size 79047
diff --git a/MasakhaNER-X--tw/train.parquet b/MasakhaNER-X--tw/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..909a7551d29531862dcef716fa29bfc70a53ff4f
--- /dev/null
+++ b/MasakhaNER-X--tw/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:43f4b993abfe7633430fb9329119aad851710db562c01b958920cc059336ba8b
+size 124734
diff --git a/MasakhaNER-X--tw/validation.parquet b/MasakhaNER-X--tw/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..137592c6bb3072a1deea2620e16bfb209a248d96
--- /dev/null
+++ b/MasakhaNER-X--tw/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:51e0b9f0d989797a1ae315bde48481512e5601a8bc99ef8aea0b66df53168727
+size 52196
diff --git a/MasakhaNER-X--wo/test.parquet b/MasakhaNER-X--wo/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a98f55eb881ede373cf74a7949c8414099146ade
--- /dev/null
+++ b/MasakhaNER-X--wo/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:511297a9c8003a0a3a3c7215a2048d42da3e55d766807b4d89248f21d031f14d
+size 89404
diff --git a/MasakhaNER-X--wo/train.parquet b/MasakhaNER-X--wo/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6bc4ae1372b6f2df39311d37ac3e1c72578a763f
--- /dev/null
+++ b/MasakhaNER-X--wo/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c1f5ee7c26bba435d2ab265ef58c56170b3c8cabf49404ecb8fadb28bd9aa05d
+size 120054
diff --git a/MasakhaNER-X--wo/validation.parquet b/MasakhaNER-X--wo/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..2bb3866ef4167e6b25abfa67c8378ac9d384db3b
--- /dev/null
+++ b/MasakhaNER-X--wo/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:768555d418bc7ad847b72b12342907ceb6a8424f7f2e39c92262de937542f82c
+size 77452
diff --git a/MasakhaNER-X--xh/test.parquet b/MasakhaNER-X--xh/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..23216ab3ab679d74032bde64dc72d7e7b5038a08
--- /dev/null
+++ b/MasakhaNER-X--xh/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf3735074cfd7ad12a4e23add8e7eeffefb5421e33ff2e3235074a0720f6f844
+size 87487
diff --git a/MasakhaNER-X--xh/train.parquet b/MasakhaNER-X--xh/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8dc8cf2f618b7d5f591d81374e2566bc6af05cd2
--- /dev/null
+++ b/MasakhaNER-X--xh/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:29069010e0db570afbe1cd22db22ab39cd2d1bd1ce0e22247d8e3d120dfc2763
+size 117372
diff --git a/MasakhaNER-X--xh/validation.parquet b/MasakhaNER-X--xh/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8ed359a76415240cfd68b2383b2de1f42990f036
--- /dev/null
+++ b/MasakhaNER-X--xh/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a6d194c928165139d5f0b23ca2314f944222edad227fffb2d309f4c8b7120444
+size 74860
diff --git a/MasakhaNER-X--yo/test.parquet b/MasakhaNER-X--yo/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..2cf8c49f89788696bb0a70f8a328d8d20b346af1
--- /dev/null
+++ b/MasakhaNER-X--yo/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b40f1eca9e22da4356dd48a913a897dc78082dc8df6993884d8e84538e2571b
+size 97315
diff --git a/MasakhaNER-X--yo/train.parquet b/MasakhaNER-X--yo/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a27527ddc032445bf18c69b5f33d8b7eefcc6b2e
--- /dev/null
+++ b/MasakhaNER-X--yo/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea7e575880328b02163accf4ebe4fc75e7532e69034c046ca7d81f0522ef20c8
+size 147062
diff --git a/MasakhaNER-X--yo/validation.parquet b/MasakhaNER-X--yo/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..67d1ea80b2dcfa3a00007095117272be3b0510b0
--- /dev/null
+++ b/MasakhaNER-X--yo/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1016d1007472f784fa4d05ad40f0298fa9f392d14abb42cf21782cf9a012e240
+size 89885
diff --git a/MasakhaNER-X--zu/test.parquet b/MasakhaNER-X--zu/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..cf07e85be3edafc04cb270bdba32421263401070
--- /dev/null
+++ b/MasakhaNER-X--zu/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:215d8e0e27dc4b6928fbb901bb6419a198d0371716d07669623d26ff322a4384
+size 82438
diff --git a/MasakhaNER-X--zu/train.parquet b/MasakhaNER-X--zu/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..9e25b1a2d5d014e6c3540d6640a8c60561363b5d
--- /dev/null
+++ b/MasakhaNER-X--zu/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6a3372b0acc35134c1081fbcb46196b55c19157bf67f1e2de0e10c05313dd3a6
+size 116242
diff --git a/MasakhaNER-X--zu/validation.parquet b/MasakhaNER-X--zu/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0521a15d859559c1ccabb9d1c3af26b532d9c76f
--- /dev/null
+++ b/MasakhaNER-X--zu/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6bd4b8aa58c7cfff6940e2b3f085510612cce8b9ea55a9cff7c714f09f6de337
+size 69502
diff --git a/MultiCoNER--Bangla (BN)/test.parquet b/MultiCoNER--Bangla (BN)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0f9d9168eac6760f93cdb12a2b1327d01109c901
--- /dev/null
+++ b/MultiCoNER--Bangla (BN)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:835f98f4c5e6184973b1c61c278f8ce0ca7c92670c3b63e6706c91644f7c5b38
+size 2933279
diff --git a/MultiCoNER--Bangla (BN)/train.parquet b/MultiCoNER--Bangla (BN)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6f98fea1cf9e1a15c03f9ad9322c0af4b99b4f10
--- /dev/null
+++ b/MultiCoNER--Bangla (BN)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61d86b9ec87e6fb7b845e01592915f8d470769046c5c60fece413a96ee4d6393
+size 1457585
diff --git a/MultiCoNER--Bangla (BN)/validation.parquet b/MultiCoNER--Bangla (BN)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c0bfd4570cff0ddffe2de5f1c42a5c1a3077020d
--- /dev/null
+++ b/MultiCoNER--Bangla (BN)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:03008cbf30f7a6823d80b0d1a8b4e42b91d4e8b086e07ef4d0e022e6d50b1f70
+size 92506
diff --git a/MultiCoNER--Chinese (ZH)/test.parquet b/MultiCoNER--Chinese (ZH)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7b3d6533a706c20dbe46623ceff4b3b9ea09057a
--- /dev/null
+++ b/MultiCoNER--Chinese (ZH)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea7174caf0c7ea2aafc77d4913c02753599444350ad657ec2964d880488579ca
+size 2496450
diff --git a/MultiCoNER--Chinese (ZH)/train.parquet b/MultiCoNER--Chinese (ZH)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c8ed56fb3a704b68d66791ea12c8dd8e10c91595
--- /dev/null
+++ b/MultiCoNER--Chinese (ZH)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d194c6181fb5c5a02ab448a93a8393f209b1541d07e56bca4636d51e39139ecd
+size 1210409
diff --git a/MultiCoNER--Chinese (ZH)/validation.parquet b/MultiCoNER--Chinese (ZH)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..11de4e028b8e70995c021a31ec7e41fe1c8e8aaa
--- /dev/null
+++ b/MultiCoNER--Chinese (ZH)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d59eb20377e9a9796da6d30f9e8b1d146343bbfddfa9e21638c7c808666b3a0e
+size 80214
diff --git a/MultiCoNER--English (EN)/test.parquet b/MultiCoNER--English (EN)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..58b44b6948ea2deb863c7e864d97033abaac9d1d
--- /dev/null
+++ b/MultiCoNER--English (EN)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e63c754d600d030ab034694db2fca178ef71d8fce61a782d56ae2ec051f8b963
+size 27451906
diff --git a/MultiCoNER--English (EN)/train.parquet b/MultiCoNER--English (EN)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..dcac0f4e1e43840348f1fc7dbcfa199470bd3c9e
--- /dev/null
+++ b/MultiCoNER--English (EN)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94cf8534598d08e7ae774bac0ca8ed5f3706159a42249f7731de823d63a85a95
+size 1908069
diff --git a/MultiCoNER--English (EN)/validation.parquet b/MultiCoNER--English (EN)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..99e5049a893a55f38522a5f8e5aa800a950c6a61
--- /dev/null
+++ b/MultiCoNER--English (EN)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:69576cc2108faf195c5274f546e1fd771aeaa3f1f9fa9b5129bafba2a0be43ca
+size 117386
diff --git a/MultiCoNER--Farsi (FA)/test.parquet b/MultiCoNER--Farsi (FA)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..80d62e4281568c98b4cd7c7bb66675ff5f40d1e2
--- /dev/null
+++ b/MultiCoNER--Farsi (FA)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93174bf1809f36c4bcf84eae37c8bed3b30f6026641ff2fea8ccfc57acc61e85
+size 28444478
diff --git a/MultiCoNER--Farsi (FA)/train.parquet b/MultiCoNER--Farsi (FA)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c7eb7160dcc9c1fab090430ac2acfdd37a3649d1
--- /dev/null
+++ b/MultiCoNER--Farsi (FA)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f5325a648fe0c073d5e4a49bdaa2769ee37faecaeaac43d54247eadbc52209d1
+size 2221294
diff --git a/MultiCoNER--Farsi (FA)/validation.parquet b/MultiCoNER--Farsi (FA)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..9f1359d58f0ea518bced4f14e7d155441a1a68b0
--- /dev/null
+++ b/MultiCoNER--Farsi (FA)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6af542ed72abf040f6b86b330f71ba4322c2051b8860bd6435a613c66ee68848
+size 140076
diff --git a/MultiCoNER--French (FR)/test.parquet b/MultiCoNER--French (FR)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a8d4d7a4482a329a3c5a1b366b7d6eac26e7331d
--- /dev/null
+++ b/MultiCoNER--French (FR)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:edd9bad71637130b2ac860dbf5eb12188712319dcbb7d22c81b071ec01dbadba
+size 27263076
diff --git a/MultiCoNER--French (FR)/train.parquet b/MultiCoNER--French (FR)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c6aa377ae140ef59eda03a9695d2be887d1c7fba
--- /dev/null
+++ b/MultiCoNER--French (FR)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4d0df946bf696b22bfac189a00c2146a2e963c81b809f180fd999906b52073cc
+size 1876946
diff --git a/MultiCoNER--French (FR)/validation.parquet b/MultiCoNER--French (FR)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..338cd6877bb97de74c8d390f28513270fe1714b3
--- /dev/null
+++ b/MultiCoNER--French (FR)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f03e2918e5c67b6ff127cce960d7aab8ce2fee8d448d3fcfecc124ddc123fec
+size 116914
diff --git a/MultiCoNER--German (DE)/test.parquet b/MultiCoNER--German (DE)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ac1dc6763d89e1ab144b9696de89812033cdd5c5
--- /dev/null
+++ b/MultiCoNER--German (DE)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:abf86e50ead06a01db1ddb49bbe5120690d74ad3cb76fe238a33da18a94588f4
+size 2426354
diff --git a/MultiCoNER--German (DE)/train.parquet b/MultiCoNER--German (DE)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..dba04704e54d7afeca50804d1f756f3d89d73c82
--- /dev/null
+++ b/MultiCoNER--German (DE)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:04d023cb3c59ed4edda0c5d78c43c3af1b7fc9463aa4c4e9c7c0b746a60680ec
+size 1213714
diff --git a/MultiCoNER--German (DE)/validation.parquet b/MultiCoNER--German (DE)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d912a252f62df4acc4f1f2b1d04df42612b5617b
--- /dev/null
+++ b/MultiCoNER--German (DE)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f935a955da048a61a2720685b06a2941b20963474176ee15eab096ef9c2a9124
+size 79082
diff --git a/MultiCoNER--Hindi (HI)/test.parquet b/MultiCoNER--Hindi (HI)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..542318a9b5861c0236805dfaa9be669f9561bf4b
--- /dev/null
+++ b/MultiCoNER--Hindi (HI)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5dcebb20b79b38ffaa6bb301ffb23e17fd0f9f064900129704d04a7da8ea18ec
+size 2694652
diff --git a/MultiCoNER--Hindi (HI)/train.parquet b/MultiCoNER--Hindi (HI)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3e3b94b0d0af2e562b00af59c2511817785b3107
--- /dev/null
+++ b/MultiCoNER--Hindi (HI)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f7e56874d9f9f77358679f81b0b5d31189fcba9f54e13af8d916b1025e01a633
+size 1420073
diff --git a/MultiCoNER--Hindi (HI)/validation.parquet b/MultiCoNER--Hindi (HI)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3c9cd295fcd0cf396e3ae918726f884364d2bc97
--- /dev/null
+++ b/MultiCoNER--Hindi (HI)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e447e67d7804b38d58ffb36c9799c07959fcb951c2af57ef6fd861938595e477
+size 93487
diff --git a/MultiCoNER--Italian (IT)/test.parquet b/MultiCoNER--Italian (IT)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..bc789cce368034a71f04bf92b0f87dd93f874c88
--- /dev/null
+++ b/MultiCoNER--Italian (IT)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db626ecdcf906dcce49bdd98808f3796dd96ab4d19072485d94860341497eb12
+size 26516161
diff --git a/MultiCoNER--Italian (IT)/train.parquet b/MultiCoNER--Italian (IT)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..118eb307b87c831aab11433fff408b7250222d41
--- /dev/null
+++ b/MultiCoNER--Italian (IT)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:297f001f3fa90152314f5c003689c553659b8b4c0aace669a5d4acf02a1b8188
+size 1855332
diff --git a/MultiCoNER--Italian (IT)/validation.parquet b/MultiCoNER--Italian (IT)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a5c8da023639c13c33899da05278a24ea6872fd3
--- /dev/null
+++ b/MultiCoNER--Italian (IT)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ec97f03b47c69731b4b541c7c85f4420958f86ac6b6c6c08b1b0263fc64536c
+size 114968
diff --git a/MultiCoNER--Multilingual (MULTI)/test.parquet b/MultiCoNER--Multilingual (MULTI)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..20c3a17899955229c319e56d4520b3832d89ba2a
--- /dev/null
+++ b/MultiCoNER--Multilingual (MULTI)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ba151b7154de17178de370ea051387026f49f0b23d3eb565cbf9aa031307a1c9
+size 55233009
diff --git a/MultiCoNER--Multilingual (MULTI)/train.parquet b/MultiCoNER--Multilingual (MULTI)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b429c481e55fcd1c7a64cf942c861e8f86e2e9ad
--- /dev/null
+++ b/MultiCoNER--Multilingual (MULTI)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:853838751e06c3f23708d47ab308a17084866d071dda5511928c02f76fd24058
+size 20851534
diff --git a/MultiCoNER--Multilingual (MULTI)/validation.parquet b/MultiCoNER--Multilingual (MULTI)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..604deabcbbddc000e9f4bcfde7e36636251de1d3
--- /dev/null
+++ b/MultiCoNER--Multilingual (MULTI)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:791586fc0bc25fca0e0415e90b5769dfea8dffac70e3c78faa078740d076d366
+size 1225408
diff --git a/MultiCoNER--Portuguese (PT)/test.parquet b/MultiCoNER--Portuguese (PT)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ef14cf6d509529941d0ed6c782b7328018040f28
--- /dev/null
+++ b/MultiCoNER--Portuguese (PT)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:837f26cc4af4068267ca0f65727aba7778621684e97c468c528858f31f0e2024
+size 25495309
diff --git a/MultiCoNER--Portuguese (PT)/train.parquet b/MultiCoNER--Portuguese (PT)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a97b849f736cfd956ba442c7d2da3caccd8db947
--- /dev/null
+++ b/MultiCoNER--Portuguese (PT)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c81d5b057c18170820ff8189bf6e5ff0ca96c60647696260edf82d242a9f530d
+size 1901972
diff --git a/MultiCoNER--Portuguese (PT)/validation.parquet b/MultiCoNER--Portuguese (PT)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..12edc2a371baa313a04fe71b0e9a467fbdfdea08
--- /dev/null
+++ b/MultiCoNER--Portuguese (PT)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c2ddc0d2b78419793d1876524236e46481e9d43198d5a8a675a00e9c545542cc
+size 117220
diff --git a/MultiCoNER--Spanish (ES)/test.parquet b/MultiCoNER--Spanish (ES)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f02a08dfa8708c0ced8ed281801f56af33f951cf
--- /dev/null
+++ b/MultiCoNER--Spanish (ES)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5db813d3fa2f1a40863d7ff8d5e04a3356b364fd0802fb1324a67c1f59dbb708
+size 27635593
diff --git a/MultiCoNER--Spanish (ES)/train.parquet b/MultiCoNER--Spanish (ES)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d3c7e6efba3d994233b6b65cc7ef61334f3a9ba4
--- /dev/null
+++ b/MultiCoNER--Spanish (ES)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2664befcfbe5934d4b09ee2681187a2977ba1a53bc003d738eea1ec19b65453d
+size 1916089
diff --git a/MultiCoNER--Spanish (ES)/validation.parquet b/MultiCoNER--Spanish (ES)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..de57fcfe856f0c68684fb64c776f8267564ebadf
--- /dev/null
+++ b/MultiCoNER--Spanish (ES)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d15c39f8e484d1ebd9ebbd47ac6a352ae4ebdcbbdd08d1f9b40c3426863b963d
+size 117126
diff --git a/MultiCoNER--Swedish (SV)/test.parquet b/MultiCoNER--Swedish (SV)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..67edbe50f0b993b19a706e5b10b52fa2ab674bed
--- /dev/null
+++ b/MultiCoNER--Swedish (SV)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:80ece128b105f19495465b7baadbc2ff93ee2fe9bd7c1509376755b9927d5e3e
+size 23623268
diff --git a/MultiCoNER--Swedish (SV)/train.parquet b/MultiCoNER--Swedish (SV)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..71a26362c84e7ceead8e033dff3cd3510e9843aa
--- /dev/null
+++ b/MultiCoNER--Swedish (SV)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f6360ec1524ffe297a9ec4a5ba7b46187802761da2d9f42ef1f1e1177c6a210d
+size 1761754
diff --git a/MultiCoNER--Swedish (SV)/validation.parquet b/MultiCoNER--Swedish (SV)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3fd426f6a705d88d4e6a5748d8bc86fd36c6e5bd
--- /dev/null
+++ b/MultiCoNER--Swedish (SV)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:23992b72b025a9ea6d13f04747f3e17cb4d20fbd71b5e675ed4acd7a368c053b
+size 112171
diff --git a/MultiCoNER--Ukrainian (UK)/test.parquet b/MultiCoNER--Ukrainian (UK)/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a248c4b1afa9ef5af5c5ae311f2325d45aa24eb1
--- /dev/null
+++ b/MultiCoNER--Ukrainian (UK)/test.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:185519ee7ce7d9dc9ddb22d5915b5809fbffd05eadea52df11c8b645b9450071
+size 29391955
diff --git a/MultiCoNER--Ukrainian (UK)/train.parquet b/MultiCoNER--Ukrainian (UK)/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ff0784599d42046767c478191b6876f2bc1860ac
--- /dev/null
+++ b/MultiCoNER--Ukrainian (UK)/train.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:18ecab6616e7f1c94ea36dec93b868cd95389e9fa644d0c788146b9091c966c2
+size 2168681
diff --git a/MultiCoNER--Ukrainian (UK)/validation.parquet b/MultiCoNER--Ukrainian (UK)/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..33b91267f68777d592400faf3a647c589a15c06d
--- /dev/null
+++ b/MultiCoNER--Ukrainian (UK)/validation.parquet	
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be8f3f94af6c0f814d03852d1442b4cfa9f64969f703a613d9f2a40b70a8d442
+size 133175
diff --git a/MultiNERd--de/test.parquet b/MultiNERd--de/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d07b70c5a82c08e55778a70990e3be90a6052b45
--- /dev/null
+++ b/MultiNERd--de/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:63e293c3b0d75e12af2686cbf20a016ddba5ad8622d84e8256aacb0567423e97
+size 3736924
diff --git a/MultiNERd--de/train.parquet b/MultiNERd--de/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6c8d6815e469a11efe03398b567cf267564fd73d
--- /dev/null
+++ b/MultiNERd--de/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:26a225c2582b5b0c959aaee1947dea1adac90b8ce1f427f5aae2a7533f10caa4
+size 34383823
diff --git a/MultiNERd--de/validation.parquet b/MultiNERd--de/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..462af9e58c9d7d2264697cab3f7d28ef0ad70190
--- /dev/null
+++ b/MultiNERd--de/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c3fab033e71d2342e0f37a4aded0d7da9496f2abed23e2b1bfdf3341b7c2da2c
+size 3693444
diff --git a/MultiNERd--en/test.parquet b/MultiNERd--en/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f9380dd3beb9d9f008cfbd248838f3410d296530
--- /dev/null
+++ b/MultiNERd--en/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:34a26534c5ff1a4f017d7554a79a114fd7a61b0b71a1cd42fd6f85fdfd7f6441
+size 3905933
diff --git a/MultiNERd--en/train.parquet b/MultiNERd--en/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..975c71b581f2d68b8b730a11c084b4f0ad7b40bd
--- /dev/null
+++ b/MultiNERd--en/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b30cf8ea0ad6b2f0eb9ef9aa9adcdfb57aa3a8c1a97d9a664afe7d10444a5cea
+size 38110469
diff --git a/MultiNERd--en/validation.parquet b/MultiNERd--en/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..31a804c19a525420dca7d42a8e18ae4f57538fff
--- /dev/null
+++ b/MultiNERd--en/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cab56e3739ce00b8fd8d8f4f53938cc1a51d599c9bdbceaf7f85aadc0a2ff86a
+size 4211133
diff --git a/MultiNERd--es/test.parquet b/MultiNERd--es/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c84243dae13f0da0de9d344a5701c6efa7c6c2e2
--- /dev/null
+++ b/MultiNERd--es/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6f33b6365880272069ceef3ed5569bf5ab0844f2752c42485586363fd546712c
+size 4627642
diff --git a/MultiNERd--es/train.parquet b/MultiNERd--es/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e16c7e8652c9d6d35dfc99b42888ba483e4fd1c5
--- /dev/null
+++ b/MultiNERd--es/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f09409dbd7ee036dba8e1fa58ef1eeaaf1ad063399101a1b22624120ad4358ff
+size 43603268
diff --git a/MultiNERd--es/validation.parquet b/MultiNERd--es/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..cd4df7c921eae6329927503260f6d3845b91e8af
--- /dev/null
+++ b/MultiNERd--es/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ce333457f0a967fefead11da40de0983caed612a17c1e6e2bcf55bf3205410fc
+size 4766879
diff --git a/MultiNERd--fr/test.parquet b/MultiNERd--fr/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6fcc446eb63321a0b9a884559959b86cd9fd8d42
--- /dev/null
+++ b/MultiNERd--fr/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:341c7e8ef6f580946ec78e474223ef185856f99e00eb086d4a6a52df538e967f
+size 4848335
diff --git a/MultiNERd--fr/train.parquet b/MultiNERd--fr/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6d883d4f2a48e283982cc208b60e7957dee28511
--- /dev/null
+++ b/MultiNERd--fr/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0aa0cdbc942a89043d11883b95de6dc6efb785f368ed3dc67973507a35df0b31
+size 42161155
diff --git a/MultiNERd--fr/validation.parquet b/MultiNERd--fr/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a1bef40f2f0a5044ecb1ea242c91b8a097f0fdd6
--- /dev/null
+++ b/MultiNERd--fr/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f54f86f13ab7847aeef80a1b24f4b12fd657abc0f405888ac4012546b8cd397f
+size 4752127
diff --git a/MultiNERd--it/test.parquet b/MultiNERd--it/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..32a203f99e19c55298f043e433c11f830a84f57e
--- /dev/null
+++ b/MultiNERd--it/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:37ba787314ededfbefd10e4f19ac26baade042b346134186e80f7597d960658d
+size 5268906
diff --git a/MultiNERd--it/train.parquet b/MultiNERd--it/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e93eec0d1ce38e5393d08b21edf57807a9fa32a3
--- /dev/null
+++ b/MultiNERd--it/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aec8f5431800274fc90265c7522948aa5f11bb2224c3a701b6050639ac2a909f
+size 48997018
diff --git a/MultiNERd--it/validation.parquet b/MultiNERd--it/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..cde59fe3c971ef63c7b0eed85dbac77ae59e3291
--- /dev/null
+++ b/MultiNERd--it/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1cea0be183bbd29a2d74b376ef997f98f06fa8f83bf5ef0183db94f261e8f02a
+size 4941850
diff --git a/MultiNERd--nl/test.parquet b/MultiNERd--nl/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c697d0c7ae450ede5ba5a3a568c72536a47a66ac
--- /dev/null
+++ b/MultiNERd--nl/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:69273683e27680a3c91c5da133b6771a25fc67b05c51172fe3a08216f7cb14f4
+size 3613645
diff --git a/MultiNERd--nl/train.parquet b/MultiNERd--nl/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..233a1da69a7cfbeb5d468c511dd3e808e4ef925b
--- /dev/null
+++ b/MultiNERd--nl/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f0f9b522f94cf06bd5a1dfcf4b024fc03e83976ce7670658cc49d478314076be
+size 33259717
diff --git a/MultiNERd--nl/validation.parquet b/MultiNERd--nl/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..cc70643bf9e2532704339985f40942b9ab5f1e87
--- /dev/null
+++ b/MultiNERd--nl/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:757486cf3dc1dc2008063fdf78805886c0f72ba3ddabeea60d4f2fb3861f7aa0
+size 3688104
diff --git a/MultiNERd--pl/test.parquet b/MultiNERd--pl/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..1783b92d436ff5ca1a64518dda6588b1efcabfe0
--- /dev/null
+++ b/MultiNERd--pl/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:af1d047b8b026c803f9a47af0563bdaef38150297ffd3198eb418e1e97ce1ca9
+size 4187805
diff --git a/MultiNERd--pl/train.parquet b/MultiNERd--pl/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c893ee4f916c0d039334dedeeb3020bd7bb8aced
--- /dev/null
+++ b/MultiNERd--pl/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bd1466a54c66e0ee8fd0c4f21569945e8a824702b7e1973a3b9b9c596f1b948b
+size 39373800
diff --git a/MultiNERd--pl/validation.parquet b/MultiNERd--pl/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6c21954001ae025973bfefc473c7cc739aa732e7
--- /dev/null
+++ b/MultiNERd--pl/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:135dc174c6ebde4f47b6309fcb12f1d85f923bce717fca2eded0e2ede5a8c36b
+size 4340870
diff --git a/MultiNERd--pt/test.parquet b/MultiNERd--pt/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d1e40448d990fea8635e980eab588e119b9e6a7a
--- /dev/null
+++ b/MultiNERd--pt/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3de054418cafbb520836ccec52798b320109e0b176ebeb7bffd58497cba24571
+size 4144123
diff --git a/MultiNERd--pt/train.parquet b/MultiNERd--pt/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d0c8df2cbff63b9352b490eed8fec99ed8bb79cf
--- /dev/null
+++ b/MultiNERd--pt/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4dd5cbfbea8568559d6a61f6bab1bef2bc99361ad1368f3cfb74334dc3cd4ced
+size 41112377
diff --git a/MultiNERd--pt/validation.parquet b/MultiNERd--pt/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ee24714c35d6d6756d9890b2c820889a1f599782
--- /dev/null
+++ b/MultiNERd--pt/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:429aa0e2cb3fa20c5683ca766de26500d3cf88ef1f6acc6bdbb6199cea48d229
+size 4223951
diff --git a/MultiNERd--ru/test.parquet b/MultiNERd--ru/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6b5a869b130204afedcc2188263fcbc8c2a006b7
--- /dev/null
+++ b/MultiNERd--ru/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:405dc77e8c8637c5c8469482af04b0417a1f8e96e68e28eae62cb2bebe6a4d28
+size 2191403
diff --git a/MultiNERd--ru/train.parquet b/MultiNERd--ru/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..cc2adafc10cc132b61697726f8d3cb5d2a5b8667
--- /dev/null
+++ b/MultiNERd--ru/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c9c35dcbbbe10a69dc7c9d60ab4e6fa95b6cc8d77cf8289be8943a7f0587c22c
+size 18399593
diff --git a/MultiNERd--ru/validation.parquet b/MultiNERd--ru/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..4cdc182303a4abd8297b9e7b828d1ad3e849984a
--- /dev/null
+++ b/MultiNERd--ru/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6435aa2e95088c930574ec3423cc32e0472a3787a8f8ced25536d98f08be493c
+size 2144629
diff --git a/MultiNERd--zh/test.parquet b/MultiNERd--zh/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ad384bf0db334eb7adcb3f313943fae5c4ff8731
--- /dev/null
+++ b/MultiNERd--zh/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8e80644e14396483e551f8765114a6be19c743c84ade99f1d10e5f3f11669ed9
+size 3998189
diff --git a/MultiNERd--zh/train.parquet b/MultiNERd--zh/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..76d9c3027c593426c028cdf4b0eee56cd305f10d
--- /dev/null
+++ b/MultiNERd--zh/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ffdbb297374670c98a78c50e6006df170a612830496eeda4a5b0461551c29578
+size 37506076
diff --git a/MultiNERd--zh/validation.parquet b/MultiNERd--zh/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..225a748fa03f3b004d7a40a2dfa363219ae7e611
--- /dev/null
+++ b/MultiNERd--zh/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eeee7512842b2962c0fb4d042c6de16a1c98a87fd5f449b7343308bddbc3ab45
+size 3695574
diff --git a/NCBI-Disease/test.parquet b/NCBI-Disease/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..bce8f9e649d858cba7109b6c47caa1507bf6b75e
--- /dev/null
+++ b/NCBI-Disease/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:773c71f6ebacb4042bea901bfc048348be1615fd98a9458b184c92ee07d23cac
+size 78223
diff --git a/NCBI-Disease/train.parquet b/NCBI-Disease/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5defe81c3e983dcc271f708ca4b6b1ddec776ad2
--- /dev/null
+++ b/NCBI-Disease/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d7fb947863bad02d4f5f5ad003c03c44ab384368ca65afb12257d27767d99c42
+size 399255
diff --git a/NCBI-Disease/validation.parquet b/NCBI-Disease/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..57206838c291d293874e89ae784df35bdb206959
--- /dev/null
+++ b/NCBI-Disease/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:11e8818b5e256370e2aaa0c7c7e0a6fb69784634ec63f7b3d1273e0b37f43fe3
+size 76612
diff --git a/NYTK-NerKor--fiction/test.parquet b/NYTK-NerKor--fiction/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..509b12f7ba30d49ec963f0f023dde5c226f90d73
--- /dev/null
+++ b/NYTK-NerKor--fiction/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:caee610e44f8d6b933c43936be914693ea0ca65c56fa20ae866fdba38b7efb9e
+size 194725
diff --git a/NYTK-NerKor--fiction/train.parquet b/NYTK-NerKor--fiction/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3459038661534cdb23cac8ae428c171c7556ea53
--- /dev/null
+++ b/NYTK-NerKor--fiction/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:42b25a1e30bad038bd0f377b0f3192fb8e9a0a2697537b867a082d6d141685de
+size 1376440
diff --git a/NYTK-NerKor--fiction/validation.parquet b/NYTK-NerKor--fiction/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8146d8f4f78b1bef1ef8250caee3aac64e2a1455
--- /dev/null
+++ b/NYTK-NerKor--fiction/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a8e2017bc0cd35479b382679ddd83a35e93bfd3ba38a6726b7e650945a10f920
+size 200565
diff --git a/NYTK-NerKor--legal/test.parquet b/NYTK-NerKor--legal/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..92651f924c97b9ea719c441320276b8c8c84bef2
--- /dev/null
+++ b/NYTK-NerKor--legal/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ee48565bffd992301b4063941903fea77a58bd1817baf30fd010bd7462cdc67
+size 159239
diff --git a/NYTK-NerKor--legal/train.parquet b/NYTK-NerKor--legal/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..959cd1760819a76cede9a299235666cba3a79c56
--- /dev/null
+++ b/NYTK-NerKor--legal/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:45c76132e9014845bea59a8536981e791531798e3a77e3d56784532279bc08c0
+size 1109436
diff --git a/NYTK-NerKor--legal/validation.parquet b/NYTK-NerKor--legal/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..755f7b586a3e04198fb67d5e8f61a57f54bdb8dd
--- /dev/null
+++ b/NYTK-NerKor--legal/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4ec8fe61056b3ff5411fdb68c1f29e8be26fb84a932411ed6e8f14e95d36dcad
+size 161169
diff --git a/NYTK-NerKor--news/test.parquet b/NYTK-NerKor--news/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..37c22009451eb2a14f94c42c70b0653366fabc6e
--- /dev/null
+++ b/NYTK-NerKor--news/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bedf9a276918a9aa453cd19e79eac3bfae9541c17f6fa492313d10429ec886b0
+size 190029
diff --git a/NYTK-NerKor--news/train.parquet b/NYTK-NerKor--news/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a773acd4f086a4811b1dacb34b16220e924b3c5b
--- /dev/null
+++ b/NYTK-NerKor--news/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:21e75219df247bde36fc634c89f7313dc3c89571085e978f312b2f4502e35869
+size 1333717
diff --git a/NYTK-NerKor--news/validation.parquet b/NYTK-NerKor--news/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ae9ba4190fe572066e591788660a9be4ce371cc9
--- /dev/null
+++ b/NYTK-NerKor--news/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d28d6fae35cf80637f60cf0305c43d1c9f72bdeb128aba7b6759f2f555f4a7fb
+size 180249
diff --git a/NYTK-NerKor--web/test.parquet b/NYTK-NerKor--web/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a5542907731b0530a3bba491f789ed7a9be825ac
--- /dev/null
+++ b/NYTK-NerKor--web/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a94a305c49c6e7aa9aea5d6c8ef344cf6c8d00b06cb261427da00f2b26bc895d
+size 169768
diff --git a/NYTK-NerKor--web/train.parquet b/NYTK-NerKor--web/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..efe19ee120d95f160a79e02554eecdd6b3d5a683
--- /dev/null
+++ b/NYTK-NerKor--web/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1536bdb88d1ec859cfb94ededfea90710bd36369090edb37c4bb15b978380932
+size 1235676
diff --git a/NYTK-NerKor--web/validation.parquet b/NYTK-NerKor--web/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3bf3c04c39374c4b1ca1c2b488c9b12c3d9f2269
--- /dev/null
+++ b/NYTK-NerKor--web/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3a628b365178b25e31662c851d66e2f951c058ab74fc8293b2cc4a1732cb814
+size 162321
diff --git a/NYTK-NerKor--wikipedia/test.parquet b/NYTK-NerKor--wikipedia/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a4dd6706db55711b9e5dc16d6d1a509f427f4863
--- /dev/null
+++ b/NYTK-NerKor--wikipedia/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e2de63f0da26975d5fc149677200ac7576413a1dff603d6a09359cc21aa4bb2
+size 209138
diff --git a/NYTK-NerKor--wikipedia/train.parquet b/NYTK-NerKor--wikipedia/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6281172ff84d0ba38b728d7b42aac6c19f333c2e
--- /dev/null
+++ b/NYTK-NerKor--wikipedia/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae40bffa7e4c1fb57075c8938d1bf00e14f57a2c52518c63ba59095dfc1588ce
+size 1532785
diff --git a/NYTK-NerKor--wikipedia/validation.parquet b/NYTK-NerKor--wikipedia/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5d4b8b07cb7f233e6b1724e0d735601490457dd1
--- /dev/null
+++ b/NYTK-NerKor--wikipedia/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b2a9ac75ded4038954f2f43d491d8d97e6f3853a296d795687346f6583eea30d
+size 214262
diff --git a/Naamapadam--as/test.parquet b/Naamapadam--as/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..486fd99c074c5ad341b0770de3a2e419c092b3a0
--- /dev/null
+++ b/Naamapadam--as/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e279845be73c9061c1f3eaad5a57f79b2199ef729a85bfa012539cc739d2ac5c
+size 13506
diff --git a/Naamapadam--as/train.parquet b/Naamapadam--as/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f859eaa476fedc4a9486a1ebb920f823871903a9
--- /dev/null
+++ b/Naamapadam--as/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d487d6f5af88cb75bd93b8c2ea58952b20a5746b5acad2a5b524da9bf8853c79
+size 1206707
diff --git a/Naamapadam--as/validation.parquet b/Naamapadam--as/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..2641d5dc30f0be742c383ef5583b2e1ab3e9c7c8
--- /dev/null
+++ b/Naamapadam--as/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0a608e62c4c1c10b9ff6a6091982f6bcbadcdf1fde0e98aa0b89f64915e50765
+size 16103
diff --git a/Naamapadam--bn/test.parquet b/Naamapadam--bn/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..fa5b11d675a3d685e6bea3d9218ce1b2793e1809
--- /dev/null
+++ b/Naamapadam--bn/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c1a927477ce6ef29f3b4e5103f8a97c87fea874821bb6f9ddc6843b7c94882f2
+size 112293
diff --git a/Naamapadam--bn/train.parquet b/Naamapadam--bn/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8eff367a793a6af063c162912426ff30abb12d33
--- /dev/null
+++ b/Naamapadam--bn/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7fe0564c84ed873adaf0d22e8ca58f481ce967d630575a40da51aec72889e133
+size 165285938
diff --git a/Naamapadam--bn/validation.parquet b/Naamapadam--bn/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..4b5b0a032b7c9fd958c3acad5206a492d5fff9d2
--- /dev/null
+++ b/Naamapadam--bn/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2bf4276bc041fda504ce0129c57fd8eef348b506532f4cb130779726e70aaece
+size 855774
diff --git a/Naamapadam--gu/test.parquet b/Naamapadam--gu/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5eadbd078472116df6402a714d5f8da73832bdca
--- /dev/null
+++ b/Naamapadam--gu/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8868632619c15cce54312419865d9b430cd5b28f158b0f6419b6955c9e225f24
+size 159699
diff --git a/Naamapadam--gu/train.parquet b/Naamapadam--gu/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7e6986795d9bb1ebe7a779cf955aaad8d5170a2b
--- /dev/null
+++ b/Naamapadam--gu/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d54f232f5eb7ea6429e04f00d77a74967335ff1e8cdbfd727e0a3d8ef41cfcd9
+size 68293803
diff --git a/Naamapadam--gu/validation.parquet b/Naamapadam--gu/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a68f905f3a52eaea852a7692c3736b395beb273d
--- /dev/null
+++ b/Naamapadam--gu/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c7213039699431761080de4988ced72505d8d55478c1acda2e9ae6ddac6fa01b
+size 356995
diff --git a/Naamapadam--hi/test.parquet b/Naamapadam--hi/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..982b6fa9db8155530afcf944ca55aba882fe1278
--- /dev/null
+++ b/Naamapadam--hi/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ce40805524a784e072b63eaa3d0a325a644e2493157f1f23ad4776706f60a68
+size 194214
diff --git a/Naamapadam--hi/train.parquet b/Naamapadam--hi/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7469bba72ad51dd83903e0dc3b61d5302baa3f43
--- /dev/null
+++ b/Naamapadam--hi/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6f9369a8ed3afb3efbd4361a1af43dbb6b97132da133f743f3449e2db0d9f656
+size 198635580
diff --git a/Naamapadam--hi/validation.parquet b/Naamapadam--hi/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..21d41c27c5b90cd2ee9c124b4a53355be4eb47a0
--- /dev/null
+++ b/Naamapadam--hi/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6f1516dbf5ed10af3f00576a5ccfda5be08bff7f5f7942e424d573d4664b3ece
+size 2770102
diff --git a/Naamapadam--kn/test.parquet b/Naamapadam--kn/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6e8bb94e4ec7a5db7f871470d1bf43e801a1afee
--- /dev/null
+++ b/Naamapadam--kn/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:36d3d8e2bddce49770cfc74efa4932ef9537d87dd8a18a25312f8fe71d990b34
+size 139448
diff --git a/Naamapadam--kn/train.parquet b/Naamapadam--kn/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a46bc6578fdf0781e8e814ef3889710f76b1ec9c
--- /dev/null
+++ b/Naamapadam--kn/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f2f96f5711bc3c455531041a3b6118a0ad257e63610ec703f83e6163351d2c43
+size 62633289
diff --git a/Naamapadam--kn/validation.parquet b/Naamapadam--kn/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..72f3a2d8d08ee0f031fa20eadf177b0ba9dbb685
--- /dev/null
+++ b/Naamapadam--kn/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:89d50123ffb8e00ebbfd81733343c7b475c2da3d5171bb4e23cdcb67ec6011b4
+size 326118
diff --git a/Naamapadam--ml/test.parquet b/Naamapadam--ml/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b107dafe26252aa7c569bed672184c353f1feeba
--- /dev/null
+++ b/Naamapadam--ml/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9bf0a0d6ac584305be3b9fa44e56a9d476ecf5654f5fe34a999b90adadbeba22
+size 141715
diff --git a/Naamapadam--ml/train.parquet b/Naamapadam--ml/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7af70fdb1df463ab5f2e2ead71982fee1cbfc694
--- /dev/null
+++ b/Naamapadam--ml/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c775f48b7f983185841126c298cd10ee568e708044ad727a0eb08e9154eb1218
+size 97909711
diff --git a/Naamapadam--ml/validation.parquet b/Naamapadam--ml/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..681b5758b2773ee60bcacc4eac8efc8e7b92672c
--- /dev/null
+++ b/Naamapadam--ml/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:895c7003af77aee8a34ff168382d93a3d041d03fbc7f591dc228d759e4560e8d
+size 511104
diff --git a/Naamapadam--mr/test.parquet b/Naamapadam--mr/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..425e48328c62162467faf349f37cbf237f0d59ec
--- /dev/null
+++ b/Naamapadam--mr/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0d36cf97becf2a0e7e9522977a78f1c9e7cc81e3d97b39dc7384caaa861f565
+size 156672
diff --git a/Naamapadam--mr/train.parquet b/Naamapadam--mr/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..1d169d87a640e9c21a4631cfa22fb3c3271d48b1
--- /dev/null
+++ b/Naamapadam--mr/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c7b4f397f2469547e96e8f5f59b27fa7ddd14554491b44fd3cda41dcc80249a7
+size 65723790
diff --git a/Naamapadam--mr/validation.parquet b/Naamapadam--mr/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..50a202d5b33f44697412c12d4961737a8651fb4d
--- /dev/null
+++ b/Naamapadam--mr/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f050c7ddd80b4cedfa39f6655c2b53c4dc76cc06fe56029466b861186e612d30
+size 352534
diff --git a/Naamapadam--or/test.parquet b/Naamapadam--or/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..33258f42d8da38ddde3ebc8f56cba5cabf44f9a9
--- /dev/null
+++ b/Naamapadam--or/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9e076fde5ab7778a948210cf3ba618a9d2bfb7db47b46c963448ae51d6fb5421
+size 166169
diff --git a/Naamapadam--or/train.parquet b/Naamapadam--or/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..1de5dbf1674311170c18a3e3329dce040c5a1cd5
--- /dev/null
+++ b/Naamapadam--or/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d7e6c156c551b7be8454a2443bb41b672fd9c7859fde12892d0edc19b54df01a
+size 29693283
diff --git a/Naamapadam--or/validation.parquet b/Naamapadam--or/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..89b2db2d1079a43e2071bef89791f644e169e610
--- /dev/null
+++ b/Naamapadam--or/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1a89f75bf74ec63a4a8ba5e192641d55606527d2d8863aeedd2d889e801255ed
+size 162982
diff --git a/Naamapadam--pa/test.parquet b/Naamapadam--pa/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..612a10848ce5af61dd8df6cd2ca38f13313c0725
--- /dev/null
+++ b/Naamapadam--pa/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ff2754b749caad9d04f83e3b9cc5d89017ad08cb3611fa8982c6439b4ccd775c
+size 150652
diff --git a/Naamapadam--pa/train.parquet b/Naamapadam--pa/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..9ddbeaa208e6f52943951beac862ab46aa219826
--- /dev/null
+++ b/Naamapadam--pa/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf9b7a4f2a6d889e2ca90e3c081cc363a8f5c55902f9f87a100a77eaeefa52fb
+size 82064203
diff --git a/Naamapadam--pa/validation.parquet b/Naamapadam--pa/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f8dfba66abfab58385f3b67967bfd28a8dfe4031
--- /dev/null
+++ b/Naamapadam--pa/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b33f03335b164ae3a74f6a9fdd9c188cf5f9fee2966214356894a89abf7fd9e1
+size 424125
diff --git a/Naamapadam--ta/test.parquet b/Naamapadam--ta/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3206ee63c5405cbbe1686370dff213ba1f487217
--- /dev/null
+++ b/Naamapadam--ta/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c7ccf2781c823d3928eade78149b4a5cfc147110f2e2f15939404e09a6687e43
+size 146348
diff --git a/Naamapadam--ta/train.parquet b/Naamapadam--ta/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a2f6fcc44525a34da47ced2b0f2c2bb4886054e3
--- /dev/null
+++ b/Naamapadam--ta/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:adbae595ab1c9a1d9a4b8e04ce187c5cdfc30327efa3c5d39811d5633e67bd53
+size 80004563
diff --git a/Naamapadam--ta/validation.parquet b/Naamapadam--ta/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e4a0f7d99b2a9b2a81509b7d122055d7e0aee8ff
--- /dev/null
+++ b/Naamapadam--ta/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:843e886851c4b2fde62d062bb4aa5a6516fdd90931c29830e9d5a6a40e4ea2f4
+size 461434
diff --git a/Naamapadam--te/test.parquet b/Naamapadam--te/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..daf2eac328a41bb0d907d4f032160c787d67b473
--- /dev/null
+++ b/Naamapadam--te/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:43255b8c2affae40bbd0ec854e0ae9cbe65c5050119ba8db0f3a41814b487c9a
+size 124823
diff --git a/Naamapadam--te/train.parquet b/Naamapadam--te/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..dec0da76511818612a1ffad153167355d4c12644
--- /dev/null
+++ b/Naamapadam--te/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b2370af3d9b80de920a3a333baf7d05b8ea1c2c96320d362edb07e0dd0a9380
+size 67924899
diff --git a/Naamapadam--te/validation.parquet b/Naamapadam--te/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..92178e8db786c4748ad657379fa52bc8507459ca
--- /dev/null
+++ b/Naamapadam--te/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:252724d456988a4a8ec246c57832fe050b1149611fe90f689fe4822566da5d6a
+size 378658
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..db5f706f769fd5004e6335307be0425230f33c3d
--- /dev/null
+++ b/README.md
@@ -0,0 +1,18306 @@
+---
+language:
+- amh
+- ara
+- asm
+- bam
+- bbj
+- ben
+- ceb
+- dan
+- deu
+- eng
+- ewe
+- fao
+- fas
+- fil
+- fin
+- fra
+- guj
+- hau
+- hin
+- hrv
+- hun
+- hye
+- ibo
+- ind
+- ita
+- jpn
+- kan
+- kin
+- lat
+- lug
+- luo
+- mal
+- mar
+- mos
+- nld
+- nno
+- nob
+- nya
+- ori
+- pan
+- pcm
+- pol
+- por
+- qaf
+- rus
+- slk
+- sna
+- spa
+- srp
+- swa
+- swe
+- tam
+- tel
+- tha
+- tsn
+- twi
+- ukr
+- wol
+- xho
+- yor
+- zho
+- zul
+multilinguality: multilingual
+size_categories: 10M<n<100M
+task_categories:
+- token-classification
+task_ids:
+- named-entity-recognition
+pretty_name: MELD Open (Normalized)
+meld_metadata:
+  AgCNER:
+    name: AgCNER
+    subsets: {}
+    languages:
+    - zho
+    main_splits:
+      language: zho
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - BIS
+        - COM
+        - CRO
+        - CUL
+        - DIS
+        - DRUG
+        - FER
+        - ORG
+        - OTH
+        - PAOG
+        - PART
+        - PER
+        - PET
+      splits:
+        train:
+          path: train.parquet
+          document_count: 47839
+          sequence_count: 47839
+          creation_metadata:
+            license: CC 0
+            annotation:
+              type: gold-standard
+              annotator_count: 3
+              features:
+              - expert-guided
+              agreement:
+                value: 0.966
+                metric: fleiss-kappa
+            primary_domain: agriculture
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - source: China National Knowledge Infrastructure
+              url: https://www.cnki.com.cn/
+            - source: Wangfang Data
+              url: https://www.wanfangdata.com.cn/
+            - source: China Agricultural Technology Promotion Information Platform
+              url: https://njtg.nercita.org.cn/user/index.shtml
+            - source: China Pesticide Information Network
+              url: http://www.chinapesticide.org.cn/
+            - source: Agricultural Diseases, Pests, and Weeds Image and Text Database
+              url: http://bcch.ahnw.cn/
+            - source: Chinese Crop Germplasm Information System
+              url: https://www.cgris.net/disease/default.html
+            - source: Baidu Baike
+              url: https://baike.baidu.com/
+            dataset_lineage: null
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 5963
+          sequence_count: 5963
+          creation_metadata:
+            license: CC 0
+            annotation:
+              type: gold-standard
+              annotator_count: 3
+              features:
+              - expert-guided
+              agreement:
+                value: 0.966
+                metric: fleiss-kappa
+            primary_domain: agriculture
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - source: China National Knowledge Infrastructure
+              url: https://www.cnki.com.cn/
+            - source: Wangfang Data
+              url: https://www.wanfangdata.com.cn/
+            - source: China Agricultural Technology Promotion Information Platform
+              url: https://njtg.nercita.org.cn/user/index.shtml
+            - source: China Pesticide Information Network
+              url: http://www.chinapesticide.org.cn/
+            - source: Agricultural Diseases, Pests, and Weeds Image and Text Database
+              url: http://bcch.ahnw.cn/
+            - source: Chinese Crop Germplasm Information System
+              url: https://www.cgris.net/disease/default.html
+            - source: Baidu Baike
+              url: https://baike.baidu.com/
+            dataset_lineage: null
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 5974
+          sequence_count: 5974
+          creation_metadata:
+            license: CC 0
+            annotation:
+              type: gold-standard
+              annotator_count: 3
+              features:
+              - expert-guided
+              agreement:
+                value: 0.966
+                metric: fleiss-kappa
+            primary_domain: agriculture
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - source: China National Knowledge Infrastructure
+              url: https://www.cnki.com.cn/
+            - source: Wangfang Data
+              url: https://www.wanfangdata.com.cn/
+            - source: China Agricultural Technology Promotion Information Platform
+              url: https://njtg.nercita.org.cn/user/index.shtml
+            - source: China Pesticide Information Network
+              url: http://www.chinapesticide.org.cn/
+            - source: Agricultural Diseases, Pests, and Weeds Image and Text Database
+              url: http://bcch.ahnw.cn/
+            - source: Chinese Crop Germplasm Information System
+              url: https://www.cgris.net/disease/default.html
+            - source: Baidu Baike
+              url: https://baike.baidu.com/
+            dataset_lineage: null
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-BIS
+        - B-COM
+        - B-CRO
+        - B-CUL
+        - B-DIS
+        - B-DRUG
+        - B-FER
+        - B-ORG
+        - B-OTH
+        - B-PAOG
+        - B-PART
+        - B-PER
+        - B-PET
+        - I-BIS
+        - I-COM
+        - I-CRO
+        - I-CUL
+        - I-DIS
+        - I-DRUG
+        - I-FER
+        - I-ORG
+        - I-OTH
+        - I-PAOG
+        - I-PART
+        - I-PER
+        - I-PET
+        - O
+  AgriNER:
+    name: AgriNER
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: false
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - Agri_Method
+        - Agri_Pollution
+        - Agri_Process
+        - Agri_Waste
+        - Chemical
+        - Citation
+        - Crop
+        - Date_and_Time
+        - Disease
+        - Duration
+        - Event
+        - Field_Area
+        - Food_Item
+        - Fruit
+        - Humidity
+        - Location
+        - ML_Model
+        - Money
+        - Natural_Disaster
+        - Natural_Resource
+        - Nutrient
+        - Organism
+        - Organization
+        - Other
+        - Other_Quantity
+        - Person
+        - Policy
+        - Quantity
+        - Rainfall
+        - Season
+        - Soil
+        - Technology
+        - Temp
+        - Treatment
+        - Vegetable
+        - Weather
+      splits:
+        train:
+          path: train.parquet
+          document_count: 21
+          sequence_count: 471
+          creation_metadata:
+            license: CC BY-SA 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 4+
+              features: []
+              agreement: null
+            primary_domain: agriculture
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - source: Asian Journal of Agricultural and Food Sciences (AJAFS)
+              url: https://www.ajouronline.com/index.php/AJAFS/index
+            - source: The Indian Journal of Agricultural Sciences
+              url: https://epubs.icar.org.in/index.php/IJAgS
+            - IEEE Journals
+            - Springer Nature Journals
+            dataset_lineage: null
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: none
+        test:
+          path: test.parquet
+          document_count: 8
+          sequence_count: 46
+          creation_metadata:
+            license: CC BY-SA 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 4+
+              features: []
+              agreement: null
+            primary_domain: agriculture
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - source: Asian Journal of Agricultural and Food Sciences (AJAFS)
+              url: https://www.ajouronline.com/index.php/AJAFS/index
+            - source: The Indian Journal of Agricultural Sciences
+              url: https://epubs.icar.org.in/index.php/IJAgS
+            - IEEE Journals
+            - Springer Nature Journals
+            dataset_lineage: null
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: none
+      bio_labels: null
+  AnatEM:
+    name: AnatEM
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - Anatomical_system
+        - Cancer
+        - Cell
+        - Cellular_component
+        - Developing_anatomical_structure
+        - Immaterial_anatomical_entity
+        - Multi-tissue_structure
+        - Organ
+        - Organism_subdivision
+        - Organism_substance
+        - Pathological_formation
+        - Tissue
+      splits:
+        train:
+          path: train.parquet
+          document_count: 606
+          sequence_count: 5861
+          creation_metadata:
+            license: CC BY-SA 3.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features: []
+              agreement: null
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - anatomical
+            data_sources:
+            - PubMed
+            dataset_lineage:
+            - AnEM
+            - Multi-Level Event Extraction (MLEE)
+            - New data
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 202
+          sequence_count: 2118
+          creation_metadata:
+            license: CC BY-SA 3.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features: []
+              agreement: null
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - anatomical
+            data_sources:
+            - PubMed
+            dataset_lineage:
+            - AnEM
+            - Multi-Level Event Extraction (MLEE)
+            - New data
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 404
+          sequence_count: 3830
+          creation_metadata:
+            license: CC BY-SA 3.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features: []
+              agreement: null
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - anatomical
+            data_sources:
+            - PubMed
+            dataset_lineage:
+            - AnEM
+            - Multi-Level Event Extraction (MLEE)
+            - New data
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-Anatomical_system
+        - B-Cancer
+        - B-Cell
+        - B-Cellular_component
+        - B-Developing_anatomical_structure
+        - B-Immaterial_anatomical_entity
+        - B-Multi-tissue_structure
+        - B-Organ
+        - B-Organism_subdivision
+        - B-Organism_substance
+        - B-Pathological_formation
+        - B-Tissue
+        - I-Anatomical_system
+        - I-Cancer
+        - I-Cell
+        - I-Cellular_component
+        - I-Developing_anatomical_structure
+        - I-Immaterial_anatomical_entity
+        - I-Multi-tissue_structure
+        - I-Organ
+        - I-Organism_subdivision
+        - I-Organism_substance
+        - I-Pathological_formation
+        - I-Tissue
+        - O
+  BC2GM:
+    name: BC2GM
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - GENE
+      splits:
+        train:
+          path: train.parquet
+          document_count: 12574
+          sequence_count: 12574
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - domain-experts
+              agreement: null
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - genetic
+            data_sources:
+            - MEDLINE
+            dataset_lineage:
+            - GENETAG->BC1GM
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 2519
+          sequence_count: 2519
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - domain-experts
+              agreement: null
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - genetic
+            data_sources:
+            - MEDLINE
+            dataset_lineage:
+            - GENETAG->BC1GM
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 5038
+          sequence_count: 5038
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - domain-experts
+              agreement: null
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - genetic
+            data_sources:
+            - MEDLINE
+            dataset_lineage:
+            - GENETAG->BC1GM
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-GENE
+        - I-GENE
+        - O
+  BC5CDR:
+    name: BC5CDR
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: false
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - Chemical
+        - Disease
+      splits:
+        train:
+          path: train.parquet
+          document_count: 500
+          sequence_count: 4941
+          creation_metadata:
+            license: Public Domain
+            annotation:
+              type: gold-standard
+              annotator_count: 4
+              features:
+              - annotators-each:2
+              agreement:
+                value:
+                  Disease: 0.86
+                  Chemical: 0.9523
+                metric: jaccard-score
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - chemical-disease relations
+            data_sources:
+            - CTD-Pfizer corpus
+            - PubMed
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: sections
+        validation:
+          path: validation.parquet
+          document_count: 500
+          sequence_count: 5037
+          creation_metadata:
+            license: Public Domain
+            annotation:
+              type: gold-standard
+              annotator_count: 4
+              features:
+              - annotators-each:2
+              agreement:
+                value:
+                  Disease: 0.8742
+                  Chemical: 0.9577
+                metric: jaccard-score
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - chemical-disease relations
+            data_sources:
+            - CTD-Pfizer corpus
+            - PubMed
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: sections
+        test:
+          path: test.parquet
+          document_count: 500
+          sequence_count: 5349
+          creation_metadata:
+            license: Public Domain
+            annotation:
+              type: gold-standard
+              annotator_count: 4
+              features:
+              - annotators-each:2
+              agreement:
+                value:
+                  Disease: 0.8875
+                  Chemical: 0.963
+                metric: jaccard-score
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - chemical-disease relations
+            data_sources:
+            - CTD-Pfizer corpus
+            - PubMed
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: sections
+      bio_labels: null
+  BioRED:
+    name: BioRED
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: false
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - CellLine
+        - ChemicalEntity
+        - DiseaseOrPhenotypicFeature
+        - GeneOrGeneProduct
+        - OrganismTaxon
+        - SequenceVariant
+      splits:
+        train:
+          path: train.parquet
+          document_count: 400
+          sequence_count: 4811
+          creation_metadata:
+            license: Public Domain
+            annotation:
+              type: gold-standard
+              annotator_count: 3
+              features:
+              - domain-experts
+              agreement:
+                value:
+                  Gene: 0.9735
+                  Disease: 0.9606
+                  Chemical: 0.9612
+                  Variant: 0.9779
+                  Species: 0.9943
+                  Cell Line: 0.9968
+                metric: null
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - PubMed
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: sections
+        validation:
+          path: validation.parquet
+          document_count: 100
+          sequence_count: 1252
+          creation_metadata:
+            license: Public Domain
+            annotation:
+              type: gold-standard
+              annotator_count: 3
+              features:
+              - domain-experts
+              agreement:
+                value:
+                  Gene: 0.9735
+                  Disease: 0.9606
+                  Chemical: 0.9612
+                  Variant: 0.9779
+                  Species: 0.9943
+                  Cell Line: 0.9968
+                metric: null
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - PubMed
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: sections
+        test:
+          path: test.parquet
+          document_count: 100
+          sequence_count: 1237
+          creation_metadata:
+            license: Public Domain
+            annotation:
+              type: gold-standard
+              annotator_count: 3
+              features:
+              - domain-experts
+              agreement:
+                value:
+                  Gene: 0.9735
+                  Disease: 0.9606
+                  Chemical: 0.9612
+                  Variant: 0.9779
+                  Species: 0.9943
+                  Cell Line: 0.9968
+                metric: null
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - PubMed
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: sections
+      bio_labels: null
+  CANTEMIST:
+    name: CANTEMIST
+    subsets: {}
+    languages:
+    - spa
+    main_splits:
+      language: spa
+      pre_tokenized: false
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - MORFOLOGIA_NEOPLASIA
+      splits:
+        train:
+          path: train.parquet
+          document_count: 501
+          sequence_count: 21609
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - domain-experts
+              - expert-guided
+              agreement: null
+            primary_domain: clinical
+            other_domains: []
+            finegrained_domains:
+            - cancer
+            - tumor morphology
+            data_sources:
+            - Spanish language oncological clinical case reports
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: none
+        validation:
+          path: validation.parquet
+          document_count: 500
+          sequence_count: 20385
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - domain-experts
+              - expert-guided
+              agreement: null
+            primary_domain: clinical
+            other_domains: []
+            finegrained_domains:
+            - cancer
+            - tumor morphology
+            data_sources:
+            - Spanish language oncological clinical case reports
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: none
+        test:
+          path: test.parquet
+          document_count: 300
+          sequence_count: 12499
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - domain-experts
+              - expert-guided
+              agreement: null
+            primary_domain: clinical
+            other_domains: []
+            finegrained_domains:
+            - cancer
+            - tumor morphology
+            data_sources:
+            - Spanish language oncological clinical case reports
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: none
+      bio_labels: null
+  CLEANANERCorp:
+    name: CLEANANERCorp
+    subsets: {}
+    languages:
+    - ara
+    main_splits:
+      language: ara
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - LOC
+        - MISC
+        - ORG
+        - PERS
+      splits:
+        train:
+          path: train.parquet
+          document_count: 3974
+          sequence_count: 3974
+          creation_metadata:
+            license: GPL 3.0
+            annotation:
+              type: gold-standard
+              annotator_count: 1
+              features: []
+              agreement: null
+            primary_domain: news
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - source: Al Jazeera
+              url: http://www.aljazeera.net
+            - source: Raya
+              url: http://www.raya.com
+            - source: Arabic Wikipedia
+              url: http://ar.wikipedia.org
+            - source: Al Alam
+              url: http://www.alalam.ma
+            - source: Ahram
+              url: http://www.ahram.eg.org
+            - source: Al Ittihad
+              url: http://www.alittihad.ae
+            - source: BBC Arabic
+              url: http://www.bbc.co.uk/arabic/
+            - source: CNN Arabic
+              url: http://arabic.cnn.com
+            - source: Addustour
+              url: http://www.addustour.com
+            - source: Kassioun
+              url: http://kassioun.org
+            - Other newspapers and magazines
+            dataset_lineage:
+            - ANERcorp
+            label_set_standard: MUC-6
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 925
+          sequence_count: 925
+          creation_metadata:
+            license: GPL 3.0
+            annotation:
+              type: gold-standard
+              annotator_count: 1
+              features: []
+              agreement: null
+            primary_domain: news
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - source: Al Jazeera
+              url: http://www.aljazeera.net
+            - source: Raya
+              url: http://www.raya.com
+            - source: Arabic Wikipedia
+              url: http://ar.wikipedia.org
+            - source: Al Alam
+              url: http://www.alalam.ma
+            - source: Ahram
+              url: http://www.ahram.eg.org
+            - source: Al Ittihad
+              url: http://www.alittihad.ae
+            - source: BBC Arabic
+              url: http://www.bbc.co.uk/arabic/
+            - source: CNN Arabic
+              url: http://arabic.cnn.com
+            - source: Addustour
+              url: http://www.addustour.com
+            - source: Kassioun
+              url: http://kassioun.org
+            - Other newspapers and magazines
+            dataset_lineage:
+            - ANERcorp
+            label_set_standard: MUC-6
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-LOC
+        - B-MISC
+        - B-ORG
+        - B-PERS
+        - I-LOC
+        - I-MISC
+        - I-ORG
+        - I-PERS
+        - O
+  CrossNER:
+    name: CrossNER
+    subsets:
+      ai:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - algorithm
+          - conference
+          - country
+          - field
+          - location
+          - metrics
+          - misc
+          - organisation
+          - person
+          - product
+          - programlang
+          - researcher
+          - task
+          - university
+        splits:
+          train:
+            path: ai/train.parquet
+            document_count: 100
+            sequence_count: 100
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - AI
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: ai/validation.parquet
+            document_count: 350
+            sequence_count: 350
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - AI
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: ai/test.parquet
+            document_count: 431
+            sequence_count: 431
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - AI
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-algorithm
+          - B-conference
+          - B-country
+          - B-field
+          - B-location
+          - B-metrics
+          - B-misc
+          - B-organisation
+          - B-person
+          - B-product
+          - B-programlang
+          - B-researcher
+          - B-task
+          - B-university
+          - I-algorithm
+          - I-conference
+          - I-country
+          - I-field
+          - I-location
+          - I-metrics
+          - I-misc
+          - I-organisation
+          - I-person
+          - I-product
+          - I-programlang
+          - I-researcher
+          - I-task
+          - I-university
+          - O
+      literature:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - award
+          - book
+          - country
+          - event
+          - literarygenre
+          - location
+          - magazine
+          - misc
+          - organisation
+          - person
+          - poem
+          - writer
+        splits:
+          train:
+            path: literature/train.parquet
+            document_count: 100
+            sequence_count: 100
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - Literature
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: literature/validation.parquet
+            document_count: 400
+            sequence_count: 400
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - Literature
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: literature/test.parquet
+            document_count: 416
+            sequence_count: 416
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - Literature
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-award
+          - B-book
+          - B-country
+          - B-event
+          - B-literarygenre
+          - B-location
+          - B-magazine
+          - B-misc
+          - B-organisation
+          - B-person
+          - B-poem
+          - B-writer
+          - I-award
+          - I-book
+          - I-country
+          - I-event
+          - I-literarygenre
+          - I-location
+          - I-magazine
+          - I-misc
+          - I-organisation
+          - I-person
+          - I-poem
+          - I-writer
+          - O
+      music:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - album
+          - award
+          - band
+          - country
+          - event
+          - location
+          - misc
+          - musicalartist
+          - musicalinstrument
+          - musicgenre
+          - organisation
+          - person
+          - song
+        splits:
+          train:
+            path: music/train.parquet
+            document_count: 100
+            sequence_count: 100
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - music
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: music/validation.parquet
+            document_count: 380
+            sequence_count: 380
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - music
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: music/test.parquet
+            document_count: 465
+            sequence_count: 465
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - music
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-album
+          - B-award
+          - B-band
+          - B-country
+          - B-event
+          - B-location
+          - B-misc
+          - B-musicalartist
+          - B-musicalinstrument
+          - B-musicgenre
+          - B-organisation
+          - B-person
+          - B-song
+          - I-album
+          - I-award
+          - I-band
+          - I-country
+          - I-event
+          - I-location
+          - I-misc
+          - I-musicalartist
+          - I-musicalinstrument
+          - I-musicgenre
+          - I-organisation
+          - I-person
+          - I-song
+          - O
+      politics:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - country
+          - election
+          - event
+          - location
+          - misc
+          - organisation
+          - person
+          - politicalparty
+          - politician
+        splits:
+          train:
+            path: politics/train.parquet
+            document_count: 200
+            sequence_count: 200
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - politics
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: politics/validation.parquet
+            document_count: 541
+            sequence_count: 541
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - politics
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: politics/test.parquet
+            document_count: 651
+            sequence_count: 651
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - politics
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-country
+          - B-election
+          - B-event
+          - B-location
+          - B-misc
+          - B-organisation
+          - B-person
+          - B-politicalparty
+          - B-politician
+          - I-country
+          - I-election
+          - I-event
+          - I-location
+          - I-misc
+          - I-organisation
+          - I-person
+          - I-politicalparty
+          - I-politician
+          - O
+      science:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - academicjournal
+          - astronomicalobject
+          - award
+          - chemicalcompound
+          - chemicalelement
+          - country
+          - discipline
+          - enzyme
+          - event
+          - location
+          - misc
+          - organisation
+          - person
+          - protein
+          - scientist
+          - theory
+          - university
+        splits:
+          train:
+            path: science/train.parquet
+            document_count: 200
+            sequence_count: 200
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - science
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: science/validation.parquet
+            document_count: 450
+            sequence_count: 450
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - science
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: science/test.parquet
+            document_count: 543
+            sequence_count: 543
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:3
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - science
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-academicjournal
+          - B-astronomicalobject
+          - B-award
+          - B-chemicalcompound
+          - B-chemicalelement
+          - B-country
+          - B-discipline
+          - B-enzyme
+          - B-event
+          - B-location
+          - B-misc
+          - B-organisation
+          - B-person
+          - B-protein
+          - B-scientist
+          - B-theory
+          - B-university
+          - I-academicjournal
+          - I-astronomicalobject
+          - I-award
+          - I-chemicalcompound
+          - I-chemicalelement
+          - I-country
+          - I-discipline
+          - I-enzyme
+          - I-event
+          - I-location
+          - I-misc
+          - I-organisation
+          - I-person
+          - I-protein
+          - I-scientist
+          - I-theory
+          - I-university
+          - O
+    languages:
+    - eng
+    main_splits: null
+  E-NER:
+    name: E-NER
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - BUSINESS
+        - COURT
+        - GOVERNMENT
+        - LEGISLATION/ACT
+        - LOCATION
+        - MISCELLANEOUS
+        - PERSON
+      splits:
+        test:
+          path: test.parquet
+          document_count: 52
+          sequence_count: 11644
+          creation_metadata:
+            license: CC BY-NC-SA 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 1
+              features:
+              - author-annotated
+              agreement: null
+            primary_domain: law
+            other_domains: []
+            finegrained_domains:
+            - legal company filings
+            data_sources:
+            - source: Electronic Data Gathering, Analysis, and Retrieval system (EDGAR)
+              url: https://www.sec.gov/os/accessing-edgar-data
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-BUSINESS
+        - B-GOVERNMENT
+        - B-LEGISLATION/ACT
+        - B-LOCATION
+        - B-MISCELLANEOUS
+        - B-PERSON
+        - I-BUSINESS
+        - I-COURT
+        - I-GOVERNMENT
+        - I-LEGISLATION/ACT
+        - I-LOCATION
+        - I-MISCELLANEOUS
+        - I-PERSON
+        - O
+  FabNER:
+    name: FabNER
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - APPL
+        - BIOP
+        - CHAR
+        - CONPRI
+        - ENAT
+        - FEAT
+        - MACEQ
+        - MANP
+        - MANS
+        - MATE
+        - PARA
+        - PRO
+      splits:
+        train:
+          path: train.parquet
+          document_count: 9435
+          sequence_count: 9435
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 4
+              features:
+              - domain-experts
+              agreement:
+                value: 0.0176
+                metric: annotation-discrepancy
+            primary_domain: science
+            other_domains: []
+            finegrained_domains:
+            - manufacturing
+            data_sources:
+            - Journal of Manufacturing Processes
+            - J. Manufacturing Systems
+            - Additive Manufacturing
+            - Rapid Prototyping
+            - Advanced Materials
+            - Int. Journal of Adv. Manufacturing Technology
+            - ASME J. Manufacturing Science
+            - Other manufacturing process science journals
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 2183
+          sequence_count: 2183
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 4
+              features:
+              - domain-experts
+              agreement:
+                value: 0.0176
+                metric: annotation-discrepancy
+            primary_domain: science
+            other_domains: []
+            finegrained_domains:
+            - manufacturing
+            data_sources:
+            - Journal of Manufacturing Processes
+            - J. Manufacturing Systems
+            - Additive Manufacturing
+            - Rapid Prototyping
+            - Advanced Materials
+            - Int. Journal of Adv. Manufacturing Technology
+            - ASME J. Manufacturing Science
+            - Other manufacturing process science journals
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 2064
+          sequence_count: 2064
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 4
+              features:
+              - domain-experts
+              agreement:
+                value: 0.0176
+                metric: annotation-discrepancy
+            primary_domain: science
+            other_domains: []
+            finegrained_domains:
+            - manufacturing
+            data_sources:
+            - Journal of Manufacturing Processes
+            - J. Manufacturing Systems
+            - Additive Manufacturing
+            - Rapid Prototyping
+            - Advanced Materials
+            - Int. Journal of Adv. Manufacturing Technology
+            - ASME J. Manufacturing Science
+            - Other manufacturing process science journals
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-APPL
+        - B-BIOP
+        - B-CHAR
+        - B-CONPRI
+        - B-ENAT
+        - B-FEAT
+        - B-MACEQ
+        - B-MANP
+        - B-MANS
+        - B-MATE
+        - B-PARA
+        - B-PRO
+        - I-APPL
+        - I-BIOP
+        - I-CHAR
+        - I-CONPRI
+        - I-ENAT
+        - I-FEAT
+        - I-MACEQ
+        - I-MANP
+        - I-MANS
+        - I-MATE
+        - I-PARA
+        - I-PRO
+        - O
+  Few-NERD:
+    name: Few-NERD
+    subsets:
+      inter:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - coarse
+        - fine
+        labels:
+          coarse:
+          - art
+          - building
+          - event
+          - location
+          - organization
+          - other
+          - person
+          - product
+          fine:
+          - art-broadcastprogram
+          - art-film
+          - art-music
+          - art-other
+          - art-painting
+          - art-writtenart
+          - building-airport
+          - building-hospital
+          - building-hotel
+          - building-library
+          - building-other
+          - building-restaurant
+          - building-sportsfacility
+          - building-theater
+          - event-attack/battle/war/militaryconflict
+          - event-disaster
+          - event-election
+          - event-other
+          - event-protest
+          - event-sportsevent
+          - location-GPE
+          - location-bodiesofwater
+          - location-island
+          - location-mountain
+          - location-other
+          - location-park
+          - location-road/railway/highway/transit
+          - organization-company
+          - organization-education
+          - organization-government/governmentagency
+          - organization-media/newspaper
+          - organization-other
+          - organization-politicalparty
+          - organization-religion
+          - organization-showorganization
+          - organization-sportsleague
+          - organization-sportsteam
+          - other-astronomything
+          - other-award
+          - other-biologything
+          - other-chemicalthing
+          - other-currency
+          - other-disease
+          - other-educationaldegree
+          - other-god
+          - other-language
+          - other-law
+          - other-livingthing
+          - other-medical
+          - person-actor
+          - person-artist/author
+          - person-athlete
+          - person-director
+          - person-other
+          - person-politician
+          - person-scholar
+          - person-soldier
+          - product-airplane
+          - product-car
+          - product-food
+          - product-game
+          - product-other
+          - product-ship
+          - product-software
+          - product-train
+          - product-weapon
+        splits:
+          train:
+            path: inter/train.parquet
+            document_count: 130112
+            sequence_count: 130112
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 70
+                features:
+                - annotators-each:2
+                agreement:
+                  value: 0.7644
+                  metric: cohens-kappa
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - English Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: inter/validation.parquet
+            document_count: 18817
+            sequence_count: 18817
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 70
+                features:
+                - annotators-each:2
+                agreement:
+                  value: 0.7644
+                  metric: cohens-kappa
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - English Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: inter/test.parquet
+            document_count: 14007
+            sequence_count: 14007
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 70
+                features:
+                - annotators-each:2
+                agreement:
+                  value: 0.7644
+                  metric: cohens-kappa
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - English Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          coarse:
+          - I-art
+          - I-building
+          - I-event
+          - I-location
+          - I-organization
+          - I-other
+          - I-person
+          - I-product
+          - O
+          fine:
+          - I-art-broadcastprogram
+          - I-art-film
+          - I-art-music
+          - I-art-other
+          - I-art-painting
+          - I-art-writtenart
+          - I-building-airport
+          - I-building-hospital
+          - I-building-hotel
+          - I-building-library
+          - I-building-other
+          - I-building-restaurant
+          - I-building-sportsfacility
+          - I-building-theater
+          - I-event-attack/battle/war/militaryconflict
+          - I-event-disaster
+          - I-event-election
+          - I-event-other
+          - I-event-protest
+          - I-event-sportsevent
+          - I-location-GPE
+          - I-location-bodiesofwater
+          - I-location-island
+          - I-location-mountain
+          - I-location-other
+          - I-location-park
+          - I-location-road/railway/highway/transit
+          - I-organization-company
+          - I-organization-education
+          - I-organization-government/governmentagency
+          - I-organization-media/newspaper
+          - I-organization-other
+          - I-organization-politicalparty
+          - I-organization-religion
+          - I-organization-showorganization
+          - I-organization-sportsleague
+          - I-organization-sportsteam
+          - I-other-astronomything
+          - I-other-award
+          - I-other-biologything
+          - I-other-chemicalthing
+          - I-other-currency
+          - I-other-disease
+          - I-other-educationaldegree
+          - I-other-god
+          - I-other-language
+          - I-other-law
+          - I-other-livingthing
+          - I-other-medical
+          - I-person-actor
+          - I-person-artist/author
+          - I-person-athlete
+          - I-person-director
+          - I-person-other
+          - I-person-politician
+          - I-person-scholar
+          - I-person-soldier
+          - I-product-airplane
+          - I-product-car
+          - I-product-food
+          - I-product-game
+          - I-product-other
+          - I-product-ship
+          - I-product-software
+          - I-product-train
+          - I-product-weapon
+          - O
+      intra:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - coarse
+        - fine
+        labels:
+          coarse:
+          - art
+          - building
+          - event
+          - location
+          - organization
+          - other
+          - person
+          - product
+          fine:
+          - art-broadcastprogram
+          - art-film
+          - art-music
+          - art-other
+          - art-painting
+          - art-writtenart
+          - building-airport
+          - building-hospital
+          - building-hotel
+          - building-library
+          - building-other
+          - building-restaurant
+          - building-sportsfacility
+          - building-theater
+          - event-attack/battle/war/militaryconflict
+          - event-disaster
+          - event-election
+          - event-other
+          - event-protest
+          - event-sportsevent
+          - location-GPE
+          - location-bodiesofwater
+          - location-island
+          - location-mountain
+          - location-other
+          - location-park
+          - location-road/railway/highway/transit
+          - organization-company
+          - organization-education
+          - organization-government/governmentagency
+          - organization-media/newspaper
+          - organization-other
+          - organization-politicalparty
+          - organization-religion
+          - organization-showorganization
+          - organization-sportsleague
+          - organization-sportsteam
+          - other-astronomything
+          - other-award
+          - other-biologything
+          - other-chemicalthing
+          - other-currency
+          - other-disease
+          - other-educationaldegree
+          - other-god
+          - other-language
+          - other-law
+          - other-livingthing
+          - other-medical
+          - person-actor
+          - person-artist/author
+          - person-athlete
+          - person-director
+          - person-other
+          - person-politician
+          - person-scholar
+          - person-soldier
+          - product-airplane
+          - product-car
+          - product-food
+          - product-game
+          - product-other
+          - product-ship
+          - product-software
+          - product-train
+          - product-weapon
+        splits:
+          train:
+            path: intra/train.parquet
+            document_count: 99519
+            sequence_count: 99519
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 70
+                features:
+                - annotators-each:2
+                agreement:
+                  value: 0.7644
+                  metric: cohens-kappa
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - English Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: intra/validation.parquet
+            document_count: 19358
+            sequence_count: 19358
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 70
+                features:
+                - annotators-each:2
+                agreement:
+                  value: 0.7644
+                  metric: cohens-kappa
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - English Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: intra/test.parquet
+            document_count: 44059
+            sequence_count: 44059
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 70
+                features:
+                - annotators-each:2
+                agreement:
+                  value: 0.7644
+                  metric: cohens-kappa
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - English Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          coarse:
+          - I-art
+          - I-building
+          - I-event
+          - I-location
+          - I-organization
+          - I-other
+          - I-person
+          - I-product
+          - O
+          fine:
+          - I-art-broadcastprogram
+          - I-art-film
+          - I-art-music
+          - I-art-other
+          - I-art-painting
+          - I-art-writtenart
+          - I-building-airport
+          - I-building-hospital
+          - I-building-hotel
+          - I-building-library
+          - I-building-other
+          - I-building-restaurant
+          - I-building-sportsfacility
+          - I-building-theater
+          - I-event-attack/battle/war/militaryconflict
+          - I-event-disaster
+          - I-event-election
+          - I-event-other
+          - I-event-protest
+          - I-event-sportsevent
+          - I-location-GPE
+          - I-location-bodiesofwater
+          - I-location-island
+          - I-location-mountain
+          - I-location-other
+          - I-location-park
+          - I-location-road/railway/highway/transit
+          - I-organization-company
+          - I-organization-education
+          - I-organization-government/governmentagency
+          - I-organization-media/newspaper
+          - I-organization-other
+          - I-organization-politicalparty
+          - I-organization-religion
+          - I-organization-showorganization
+          - I-organization-sportsleague
+          - I-organization-sportsteam
+          - I-other-astronomything
+          - I-other-award
+          - I-other-biologything
+          - I-other-chemicalthing
+          - I-other-currency
+          - I-other-disease
+          - I-other-educationaldegree
+          - I-other-god
+          - I-other-language
+          - I-other-law
+          - I-other-livingthing
+          - I-other-medical
+          - I-person-actor
+          - I-person-artist/author
+          - I-person-athlete
+          - I-person-director
+          - I-person-other
+          - I-person-politician
+          - I-person-scholar
+          - I-person-soldier
+          - I-product-airplane
+          - I-product-car
+          - I-product-food
+          - I-product-game
+          - I-product-other
+          - I-product-ship
+          - I-product-software
+          - I-product-train
+          - I-product-weapon
+          - O
+      supervised:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - coarse
+        - fine
+        labels:
+          coarse:
+          - art
+          - building
+          - event
+          - location
+          - organization
+          - other
+          - person
+          - product
+          fine:
+          - art-broadcastprogram
+          - art-film
+          - art-music
+          - art-other
+          - art-painting
+          - art-writtenart
+          - building-airport
+          - building-hospital
+          - building-hotel
+          - building-library
+          - building-other
+          - building-restaurant
+          - building-sportsfacility
+          - building-theater
+          - event-attack/battle/war/militaryconflict
+          - event-disaster
+          - event-election
+          - event-other
+          - event-protest
+          - event-sportsevent
+          - location-GPE
+          - location-bodiesofwater
+          - location-island
+          - location-mountain
+          - location-other
+          - location-park
+          - location-road/railway/highway/transit
+          - organization-company
+          - organization-education
+          - organization-government/governmentagency
+          - organization-media/newspaper
+          - organization-other
+          - organization-politicalparty
+          - organization-religion
+          - organization-showorganization
+          - organization-sportsleague
+          - organization-sportsteam
+          - other-astronomything
+          - other-award
+          - other-biologything
+          - other-chemicalthing
+          - other-currency
+          - other-disease
+          - other-educationaldegree
+          - other-god
+          - other-language
+          - other-law
+          - other-livingthing
+          - other-medical
+          - person-actor
+          - person-artist/author
+          - person-athlete
+          - person-director
+          - person-other
+          - person-politician
+          - person-scholar
+          - person-soldier
+          - product-airplane
+          - product-car
+          - product-food
+          - product-game
+          - product-other
+          - product-ship
+          - product-software
+          - product-train
+          - product-weapon
+        splits:
+          train:
+            path: supervised/train.parquet
+            document_count: 131767
+            sequence_count: 131767
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 70
+                features:
+                - annotators-each:2
+                agreement:
+                  value: 0.7644
+                  metric: cohens-kappa
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - English Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: supervised/validation.parquet
+            document_count: 18824
+            sequence_count: 18824
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 70
+                features:
+                - annotators-each:2
+                agreement:
+                  value: 0.7644
+                  metric: cohens-kappa
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - English Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: supervised/test.parquet
+            document_count: 37648
+            sequence_count: 37648
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 70
+                features:
+                - annotators-each:2
+                agreement:
+                  value: 0.7644
+                  metric: cohens-kappa
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - English Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          coarse:
+          - I-art
+          - I-building
+          - I-event
+          - I-location
+          - I-organization
+          - I-other
+          - I-person
+          - I-product
+          - O
+          fine:
+          - I-art-broadcastprogram
+          - I-art-film
+          - I-art-music
+          - I-art-other
+          - I-art-painting
+          - I-art-writtenart
+          - I-building-airport
+          - I-building-hospital
+          - I-building-hotel
+          - I-building-library
+          - I-building-other
+          - I-building-restaurant
+          - I-building-sportsfacility
+          - I-building-theater
+          - I-event-attack/battle/war/militaryconflict
+          - I-event-disaster
+          - I-event-election
+          - I-event-other
+          - I-event-protest
+          - I-event-sportsevent
+          - I-location-GPE
+          - I-location-bodiesofwater
+          - I-location-island
+          - I-location-mountain
+          - I-location-other
+          - I-location-park
+          - I-location-road/railway/highway/transit
+          - I-organization-company
+          - I-organization-education
+          - I-organization-government/governmentagency
+          - I-organization-media/newspaper
+          - I-organization-other
+          - I-organization-politicalparty
+          - I-organization-religion
+          - I-organization-showorganization
+          - I-organization-sportsleague
+          - I-organization-sportsteam
+          - I-other-astronomything
+          - I-other-award
+          - I-other-biologything
+          - I-other-chemicalthing
+          - I-other-currency
+          - I-other-disease
+          - I-other-educationaldegree
+          - I-other-god
+          - I-other-language
+          - I-other-law
+          - I-other-livingthing
+          - I-other-medical
+          - I-person-actor
+          - I-person-artist/author
+          - I-person-athlete
+          - I-person-director
+          - I-person-other
+          - I-person-politician
+          - I-person-scholar
+          - I-person-soldier
+          - I-product-airplane
+          - I-product-car
+          - I-product-food
+          - I-product-game
+          - I-product-other
+          - I-product-ship
+          - I-product-software
+          - I-product-train
+          - I-product-weapon
+          - O
+    languages:
+    - eng
+    main_splits: null
+  FiNER-139:
+    name: FiNER-139
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - AccrualForEnvironmentalLossContingencies
+        - AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife
+        - AllocatedShareBasedCompensationExpense
+        - AmortizationOfFinancingCosts
+        - AmortizationOfIntangibleAssets
+        - AntidilutiveSecuritiesExcludedFromComputationOfEarningsPerShareAmount
+        - AreaOfRealEstateProperty
+        - AssetImpairmentCharges
+        - BusinessAcquisitionEquityInterestsIssuedOrIssuableNumberOfSharesIssued
+        - BusinessAcquisitionPercentageOfVotingInterestsAcquired
+        - BusinessCombinationAcquisitionRelatedCosts
+        - BusinessCombinationConsiderationTransferred1
+        - BusinessCombinationContingentConsiderationLiability
+        - BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibleAssetsOtherThanGoodwill
+        - BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibles
+        - CapitalizedContractCostAmortization
+        - CashAndCashEquivalentsFairValueDisclosure
+        - ClassOfWarrantOrRightExercisePriceOfWarrantsOrRights1
+        - CommonStockCapitalSharesReservedForFutureIssuance
+        - CommonStockDividendsPerShareDeclared
+        - CommonStockParOrStatedValuePerShare
+        - CommonStockSharesAuthorized
+        - CommonStockSharesOutstanding
+        - ConcentrationRiskPercentage1
+        - ContractWithCustomerLiability
+        - ContractWithCustomerLiabilityRevenueRecognized
+        - CumulativeEffectOfNewAccountingPrincipleInPeriodOfAdoption
+        - DebtInstrumentBasisSpreadOnVariableRate1
+        - DebtInstrumentCarryingAmount
+        - DebtInstrumentConvertibleConversionPrice1
+        - DebtInstrumentFaceAmount
+        - DebtInstrumentFairValue
+        - DebtInstrumentInterestRateEffectivePercentage
+        - DebtInstrumentInterestRateStatedPercentage
+        - DebtInstrumentMaturityDate
+        - DebtInstrumentRedemptionPricePercentage
+        - DebtInstrumentTerm
+        - DebtInstrumentUnamortizedDiscount
+        - DebtWeightedAverageInterestRate
+        - DeferredFinanceCostsGross
+        - DeferredFinanceCostsNet
+        - DefinedBenefitPlanContributionsByEmployer
+        - DefinedContributionPlanCostRecognized
+        - Depreciation
+        - DerivativeFixedInterestRate
+        - DerivativeNotionalAmount
+        - DisposalGroupIncludingDiscontinuedOperationConsideration
+        - EffectiveIncomeTaxRateContinuingOperations
+        - EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate
+        - EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized
+        - EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedPeriodForRecognition1
+        - EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedShareBasedAwardsOtherThanOptions
+        - EmployeeServiceShareBasedCompensationTaxBenefitFromCompensationExpense
+        - EquityMethodInvestmentOwnershipPercentage
+        - EquityMethodInvestments
+        - FiniteLivedIntangibleAssetUsefulLife
+        - GainsLossesOnExtinguishmentOfDebt
+        - Goodwill
+        - GoodwillImpairmentLoss
+        - GuaranteeObligationsMaximumExposure
+        - IncomeLossFromEquityMethodInvestments
+        - IncomeTaxExpenseBenefit
+        - InterestExpense
+        - InterestExpenseDebt
+        - LeaseAndRentalExpense
+        - LesseeOperatingLeaseRenewalTerm
+        - LesseeOperatingLeaseTermOfContract
+        - LettersOfCreditOutstandingAmount
+        - LineOfCredit
+        - LineOfCreditFacilityCommitmentFeePercentage
+        - LineOfCreditFacilityCurrentBorrowingCapacity
+        - LineOfCreditFacilityInterestRateAtPeriodEnd
+        - LineOfCreditFacilityMaximumBorrowingCapacity
+        - LineOfCreditFacilityRemainingBorrowingCapacity
+        - LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage
+        - LongTermDebt
+        - LongTermDebtFairValue
+        - LossContingencyAccrualAtCarryingValue
+        - LossContingencyDamagesSoughtValue
+        - LossContingencyEstimateOfPossibleLoss
+        - LossContingencyPendingClaimsNumber
+        - MinorityInterestOwnershipPercentageByNoncontrollingOwners
+        - MinorityInterestOwnershipPercentageByParent
+        - NumberOfOperatingSegments
+        - NumberOfRealEstateProperties
+        - NumberOfReportableSegments
+        - OperatingLeaseCost
+        - OperatingLeaseExpense
+        - OperatingLeaseLiability
+        - OperatingLeasePayments
+        - OperatingLeaseRightOfUseAsset
+        - OperatingLeaseWeightedAverageDiscountRatePercent
+        - OperatingLeaseWeightedAverageRemainingLeaseTerm1
+        - OperatingLeasesRentExpenseNet
+        - OperatingLossCarryforwards
+        - PaymentsToAcquireBusinessesGross
+        - PaymentsToAcquireBusinessesNetOfCashAcquired
+        - PreferredStockDividendRatePercentage
+        - PreferredStockSharesAuthorized
+        - ProceedsFromIssuanceOfCommonStock
+        - PropertyPlantAndEquipmentUsefulLife
+        - PublicUtilitiesRequestedRateIncreaseDecreaseAmount
+        - RelatedPartyTransactionAmountsOfTransaction
+        - RelatedPartyTransactionExpensesFromTransactionsWithRelatedParty
+        - RepaymentsOfDebt
+        - RestructuringAndRelatedCostExpectedCost1
+        - RestructuringCharges
+        - RevenueFromContractWithCustomerExcludingAssessedTax
+        - RevenueFromContractWithCustomerIncludingAssessedTax
+        - RevenueFromRelatedParties
+        - RevenueRemainingPerformanceObligation
+        - Revenues
+        - SaleOfStockNumberOfSharesIssuedInTransaction
+        - SaleOfStockPricePerShare
+        - ShareBasedCompensation
+        - ShareBasedCompensationArrangementByShareBasedPaymentAwardAwardVestingPeriod1
+        - ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriod
+        - ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriodWeightedAverageGrantDateFairValue
+        - ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsNonvestedNumber
+        - ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsVestedInPeriodTotalFairValue
+        - ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized
+        - ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant
+        - ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsExercisesInPeriodTotalIntrinsicValue
+        - ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodGross
+        - ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodWeightedAverageGrantDateFairValue
+        - SharePrice
+        - SharebasedCompensationArrangementBySharebasedPaymentAwardAwardVestingRightsPercentage
+        - SharebasedCompensationArrangementBySharebasedPaymentAwardExpirationPeriod
+        - StockIssuedDuringPeriodSharesNewIssues
+        - StockRepurchaseProgramAuthorizedAmount1
+        - StockRepurchaseProgramRemainingAuthorizedRepurchaseAmount1
+        - StockRepurchasedAndRetiredDuringPeriodShares
+        - StockRepurchasedDuringPeriodShares
+        - SupplementalInformationForPropertyCasualtyInsuranceUnderwritersPriorYearClaimsAndClaimsAdjustmentExpense
+        - TreasuryStockAcquiredAverageCostPerShare
+        - TreasuryStockSharesAcquired
+        - TreasuryStockValueAcquiredCostMethod
+        - UnrecognizedTaxBenefits
+        - UnrecognizedTaxBenefitsThatWouldImpactEffectiveTaxRate
+      splits:
+        train:
+          path: train.parquet
+          document_count: 900384
+          sequence_count: 900384
+          creation_metadata:
+            license: CC BY-SA 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - pre-annotated
+              agreement: null
+            primary_domain: finance
+            other_domains: []
+            finegrained_domains:
+            - annual and quarterly reports
+            data_sources:
+            - source: Electronic Data Gathering, Analysis, and Retrieval system (EDGAR)
+              url: https://www.sec.gov/os/accessing-edgar-data
+            dataset_lineage: []
+            label_set_standard: 139 most frequent US-GAAP XBRL
+            document_boundaries: none
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 112494
+          sequence_count: 112494
+          creation_metadata:
+            license: CC BY-SA 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - pre-annotated
+              agreement: null
+            primary_domain: finance
+            other_domains: []
+            finegrained_domains:
+            - annual and quarterly reports
+            data_sources:
+            - source: Electronic Data Gathering, Analysis, and Retrieval system (EDGAR)
+              url: https://www.sec.gov/os/accessing-edgar-data
+            dataset_lineage: []
+            label_set_standard: 139 most frequent US-GAAP XBRL
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 108378
+          sequence_count: 108378
+          creation_metadata:
+            license: CC BY-SA 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - pre-annotated
+              agreement: null
+            primary_domain: finance
+            other_domains: []
+            finegrained_domains:
+            - annual and quarterly reports
+            data_sources:
+            - source: Electronic Data Gathering, Analysis, and Retrieval system (EDGAR)
+              url: https://www.sec.gov/os/accessing-edgar-data
+            dataset_lineage: []
+            label_set_standard: 139 most frequent US-GAAP XBRL
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-AccrualForEnvironmentalLossContingencies
+        - B-AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife
+        - B-AllocatedShareBasedCompensationExpense
+        - B-AmortizationOfFinancingCosts
+        - B-AmortizationOfIntangibleAssets
+        - B-AntidilutiveSecuritiesExcludedFromComputationOfEarningsPerShareAmount
+        - B-AreaOfRealEstateProperty
+        - B-AssetImpairmentCharges
+        - B-BusinessAcquisitionEquityInterestsIssuedOrIssuableNumberOfSharesIssued
+        - B-BusinessAcquisitionPercentageOfVotingInterestsAcquired
+        - B-BusinessCombinationAcquisitionRelatedCosts
+        - B-BusinessCombinationConsiderationTransferred1
+        - B-BusinessCombinationContingentConsiderationLiability
+        - B-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibleAssetsOtherThanGoodwill
+        - B-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibles
+        - B-CapitalizedContractCostAmortization
+        - B-CashAndCashEquivalentsFairValueDisclosure
+        - B-ClassOfWarrantOrRightExercisePriceOfWarrantsOrRights1
+        - B-CommonStockCapitalSharesReservedForFutureIssuance
+        - B-CommonStockDividendsPerShareDeclared
+        - B-CommonStockParOrStatedValuePerShare
+        - B-CommonStockSharesAuthorized
+        - B-CommonStockSharesOutstanding
+        - B-ConcentrationRiskPercentage1
+        - B-ContractWithCustomerLiability
+        - B-ContractWithCustomerLiabilityRevenueRecognized
+        - B-CumulativeEffectOfNewAccountingPrincipleInPeriodOfAdoption
+        - B-DebtInstrumentBasisSpreadOnVariableRate1
+        - B-DebtInstrumentCarryingAmount
+        - B-DebtInstrumentConvertibleConversionPrice1
+        - B-DebtInstrumentFaceAmount
+        - B-DebtInstrumentFairValue
+        - B-DebtInstrumentInterestRateEffectivePercentage
+        - B-DebtInstrumentInterestRateStatedPercentage
+        - B-DebtInstrumentMaturityDate
+        - B-DebtInstrumentRedemptionPricePercentage
+        - B-DebtInstrumentTerm
+        - B-DebtInstrumentUnamortizedDiscount
+        - B-DebtWeightedAverageInterestRate
+        - B-DeferredFinanceCostsGross
+        - B-DeferredFinanceCostsNet
+        - B-DefinedBenefitPlanContributionsByEmployer
+        - B-DefinedContributionPlanCostRecognized
+        - B-Depreciation
+        - B-DerivativeFixedInterestRate
+        - B-DerivativeNotionalAmount
+        - B-DisposalGroupIncludingDiscontinuedOperationConsideration
+        - B-EffectiveIncomeTaxRateContinuingOperations
+        - B-EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate
+        - B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized
+        - B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedPeriodForRecognition1
+        - B-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedShareBasedAwardsOtherThanOptions
+        - B-EmployeeServiceShareBasedCompensationTaxBenefitFromCompensationExpense
+        - B-EquityMethodInvestmentOwnershipPercentage
+        - B-EquityMethodInvestments
+        - B-FiniteLivedIntangibleAssetUsefulLife
+        - B-GainsLossesOnExtinguishmentOfDebt
+        - B-Goodwill
+        - B-GoodwillImpairmentLoss
+        - B-GuaranteeObligationsMaximumExposure
+        - B-IncomeLossFromEquityMethodInvestments
+        - B-IncomeTaxExpenseBenefit
+        - B-InterestExpense
+        - B-InterestExpenseDebt
+        - B-LeaseAndRentalExpense
+        - B-LesseeOperatingLeaseRenewalTerm
+        - B-LesseeOperatingLeaseTermOfContract
+        - B-LettersOfCreditOutstandingAmount
+        - B-LineOfCredit
+        - B-LineOfCreditFacilityCommitmentFeePercentage
+        - B-LineOfCreditFacilityCurrentBorrowingCapacity
+        - B-LineOfCreditFacilityInterestRateAtPeriodEnd
+        - B-LineOfCreditFacilityMaximumBorrowingCapacity
+        - B-LineOfCreditFacilityRemainingBorrowingCapacity
+        - B-LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage
+        - B-LongTermDebt
+        - B-LongTermDebtFairValue
+        - B-LossContingencyAccrualAtCarryingValue
+        - B-LossContingencyDamagesSoughtValue
+        - B-LossContingencyEstimateOfPossibleLoss
+        - B-LossContingencyPendingClaimsNumber
+        - B-MinorityInterestOwnershipPercentageByNoncontrollingOwners
+        - B-MinorityInterestOwnershipPercentageByParent
+        - B-NumberOfOperatingSegments
+        - B-NumberOfRealEstateProperties
+        - B-NumberOfReportableSegments
+        - B-OperatingLeaseCost
+        - B-OperatingLeaseExpense
+        - B-OperatingLeaseLiability
+        - B-OperatingLeasePayments
+        - B-OperatingLeaseRightOfUseAsset
+        - B-OperatingLeaseWeightedAverageDiscountRatePercent
+        - B-OperatingLeaseWeightedAverageRemainingLeaseTerm1
+        - B-OperatingLeasesRentExpenseNet
+        - B-OperatingLossCarryforwards
+        - B-PaymentsToAcquireBusinessesGross
+        - B-PaymentsToAcquireBusinessesNetOfCashAcquired
+        - B-PreferredStockDividendRatePercentage
+        - B-PreferredStockSharesAuthorized
+        - B-ProceedsFromIssuanceOfCommonStock
+        - B-PropertyPlantAndEquipmentUsefulLife
+        - B-PublicUtilitiesRequestedRateIncreaseDecreaseAmount
+        - B-RelatedPartyTransactionAmountsOfTransaction
+        - B-RelatedPartyTransactionExpensesFromTransactionsWithRelatedParty
+        - B-RepaymentsOfDebt
+        - B-RestructuringAndRelatedCostExpectedCost1
+        - B-RestructuringCharges
+        - B-RevenueFromContractWithCustomerExcludingAssessedTax
+        - B-RevenueFromContractWithCustomerIncludingAssessedTax
+        - B-RevenueFromRelatedParties
+        - B-RevenueRemainingPerformanceObligation
+        - B-Revenues
+        - B-SaleOfStockNumberOfSharesIssuedInTransaction
+        - B-SaleOfStockPricePerShare
+        - B-ShareBasedCompensation
+        - B-ShareBasedCompensationArrangementByShareBasedPaymentAwardAwardVestingPeriod1
+        - B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriod
+        - B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriodWeightedAverageGrantDateFairValue
+        - B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsNonvestedNumber
+        - B-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsVestedInPeriodTotalFairValue
+        - B-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized
+        - B-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant
+        - B-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsExercisesInPeriodTotalIntrinsicValue
+        - B-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodGross
+        - B-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodWeightedAverageGrantDateFairValue
+        - B-SharePrice
+        - B-SharebasedCompensationArrangementBySharebasedPaymentAwardAwardVestingRightsPercentage
+        - B-SharebasedCompensationArrangementBySharebasedPaymentAwardExpirationPeriod
+        - B-StockIssuedDuringPeriodSharesNewIssues
+        - B-StockRepurchaseProgramAuthorizedAmount1
+        - B-StockRepurchaseProgramRemainingAuthorizedRepurchaseAmount1
+        - B-StockRepurchasedAndRetiredDuringPeriodShares
+        - B-StockRepurchasedDuringPeriodShares
+        - B-SupplementalInformationForPropertyCasualtyInsuranceUnderwritersPriorYearClaimsAndClaimsAdjustmentExpense
+        - B-TreasuryStockAcquiredAverageCostPerShare
+        - B-TreasuryStockSharesAcquired
+        - B-TreasuryStockValueAcquiredCostMethod
+        - B-UnrecognizedTaxBenefits
+        - B-UnrecognizedTaxBenefitsThatWouldImpactEffectiveTaxRate
+        - I-AccrualForEnvironmentalLossContingencies
+        - I-AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife
+        - I-AllocatedShareBasedCompensationExpense
+        - I-AmortizationOfFinancingCosts
+        - I-AmortizationOfIntangibleAssets
+        - I-AntidilutiveSecuritiesExcludedFromComputationOfEarningsPerShareAmount
+        - I-AreaOfRealEstateProperty
+        - I-AssetImpairmentCharges
+        - I-BusinessAcquisitionEquityInterestsIssuedOrIssuableNumberOfSharesIssued
+        - I-BusinessAcquisitionPercentageOfVotingInterestsAcquired
+        - I-BusinessCombinationAcquisitionRelatedCosts
+        - I-BusinessCombinationConsiderationTransferred1
+        - I-BusinessCombinationContingentConsiderationLiability
+        - I-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibleAssetsOtherThanGoodwill
+        - I-BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedIntangibles
+        - I-CapitalizedContractCostAmortization
+        - I-CashAndCashEquivalentsFairValueDisclosure
+        - I-ClassOfWarrantOrRightExercisePriceOfWarrantsOrRights1
+        - I-CommonStockCapitalSharesReservedForFutureIssuance
+        - I-CommonStockDividendsPerShareDeclared
+        - I-CommonStockParOrStatedValuePerShare
+        - I-CommonStockSharesAuthorized
+        - I-CommonStockSharesOutstanding
+        - I-ConcentrationRiskPercentage1
+        - I-ContractWithCustomerLiability
+        - I-ContractWithCustomerLiabilityRevenueRecognized
+        - I-CumulativeEffectOfNewAccountingPrincipleInPeriodOfAdoption
+        - I-DebtInstrumentBasisSpreadOnVariableRate1
+        - I-DebtInstrumentCarryingAmount
+        - I-DebtInstrumentConvertibleConversionPrice1
+        - I-DebtInstrumentFaceAmount
+        - I-DebtInstrumentFairValue
+        - I-DebtInstrumentInterestRateEffectivePercentage
+        - I-DebtInstrumentInterestRateStatedPercentage
+        - I-DebtInstrumentMaturityDate
+        - I-DebtInstrumentRedemptionPricePercentage
+        - I-DebtInstrumentTerm
+        - I-DebtInstrumentUnamortizedDiscount
+        - I-DebtWeightedAverageInterestRate
+        - I-DeferredFinanceCostsGross
+        - I-DeferredFinanceCostsNet
+        - I-DefinedBenefitPlanContributionsByEmployer
+        - I-DefinedContributionPlanCostRecognized
+        - I-Depreciation
+        - I-DerivativeFixedInterestRate
+        - I-DerivativeNotionalAmount
+        - I-DisposalGroupIncludingDiscontinuedOperationConsideration
+        - I-EffectiveIncomeTaxRateContinuingOperations
+        - I-EffectiveIncomeTaxRateReconciliationAtFederalStatutoryIncomeTaxRate
+        - I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognized
+        - I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedPeriodForRecognition1
+        - I-EmployeeServiceShareBasedCompensationNonvestedAwardsTotalCompensationCostNotYetRecognizedShareBasedAwardsOtherThanOptions
+        - I-EmployeeServiceShareBasedCompensationTaxBenefitFromCompensationExpense
+        - I-EquityMethodInvestmentOwnershipPercentage
+        - I-EquityMethodInvestments
+        - I-FiniteLivedIntangibleAssetUsefulLife
+        - I-GainsLossesOnExtinguishmentOfDebt
+        - I-Goodwill
+        - I-GoodwillImpairmentLoss
+        - I-GuaranteeObligationsMaximumExposure
+        - I-IncomeLossFromEquityMethodInvestments
+        - I-IncomeTaxExpenseBenefit
+        - I-InterestExpense
+        - I-InterestExpenseDebt
+        - I-LeaseAndRentalExpense
+        - I-LesseeOperatingLeaseRenewalTerm
+        - I-LesseeOperatingLeaseTermOfContract
+        - I-LettersOfCreditOutstandingAmount
+        - I-LineOfCredit
+        - I-LineOfCreditFacilityCommitmentFeePercentage
+        - I-LineOfCreditFacilityCurrentBorrowingCapacity
+        - I-LineOfCreditFacilityInterestRateAtPeriodEnd
+        - I-LineOfCreditFacilityMaximumBorrowingCapacity
+        - I-LineOfCreditFacilityRemainingBorrowingCapacity
+        - I-LineOfCreditFacilityUnusedCapacityCommitmentFeePercentage
+        - I-LongTermDebt
+        - I-LongTermDebtFairValue
+        - I-LossContingencyAccrualAtCarryingValue
+        - I-LossContingencyDamagesSoughtValue
+        - I-LossContingencyEstimateOfPossibleLoss
+        - I-LossContingencyPendingClaimsNumber
+        - I-MinorityInterestOwnershipPercentageByNoncontrollingOwners
+        - I-MinorityInterestOwnershipPercentageByParent
+        - I-NumberOfOperatingSegments
+        - I-NumberOfRealEstateProperties
+        - I-NumberOfReportableSegments
+        - I-OperatingLeaseCost
+        - I-OperatingLeaseExpense
+        - I-OperatingLeaseLiability
+        - I-OperatingLeasePayments
+        - I-OperatingLeaseRightOfUseAsset
+        - I-OperatingLeaseWeightedAverageDiscountRatePercent
+        - I-OperatingLeaseWeightedAverageRemainingLeaseTerm1
+        - I-OperatingLeasesRentExpenseNet
+        - I-OperatingLossCarryforwards
+        - I-PaymentsToAcquireBusinessesGross
+        - I-PaymentsToAcquireBusinessesNetOfCashAcquired
+        - I-PreferredStockDividendRatePercentage
+        - I-PreferredStockSharesAuthorized
+        - I-ProceedsFromIssuanceOfCommonStock
+        - I-PropertyPlantAndEquipmentUsefulLife
+        - I-PublicUtilitiesRequestedRateIncreaseDecreaseAmount
+        - I-RelatedPartyTransactionAmountsOfTransaction
+        - I-RelatedPartyTransactionExpensesFromTransactionsWithRelatedParty
+        - I-RepaymentsOfDebt
+        - I-RestructuringAndRelatedCostExpectedCost1
+        - I-RestructuringCharges
+        - I-RevenueFromContractWithCustomerExcludingAssessedTax
+        - I-RevenueFromContractWithCustomerIncludingAssessedTax
+        - I-RevenueFromRelatedParties
+        - I-RevenueRemainingPerformanceObligation
+        - I-Revenues
+        - I-SaleOfStockNumberOfSharesIssuedInTransaction
+        - I-SaleOfStockPricePerShare
+        - I-ShareBasedCompensation
+        - I-ShareBasedCompensationArrangementByShareBasedPaymentAwardAwardVestingPeriod1
+        - I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriod
+        - I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsGrantsInPeriodWeightedAverageGrantDateFairValue
+        - I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsNonvestedNumber
+        - I-ShareBasedCompensationArrangementByShareBasedPaymentAwardEquityInstrumentsOtherThanOptionsVestedInPeriodTotalFairValue
+        - I-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized
+        - I-ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant
+        - I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsExercisesInPeriodTotalIntrinsicValue
+        - I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodGross
+        - I-ShareBasedCompensationArrangementByShareBasedPaymentAwardOptionsGrantsInPeriodWeightedAverageGrantDateFairValue
+        - I-SharePrice
+        - I-SharebasedCompensationArrangementBySharebasedPaymentAwardAwardVestingRightsPercentage
+        - I-SharebasedCompensationArrangementBySharebasedPaymentAwardExpirationPeriod
+        - I-StockIssuedDuringPeriodSharesNewIssues
+        - I-StockRepurchaseProgramAuthorizedAmount1
+        - I-StockRepurchaseProgramRemainingAuthorizedRepurchaseAmount1
+        - I-StockRepurchasedAndRetiredDuringPeriodShares
+        - I-StockRepurchasedDuringPeriodShares
+        - I-SupplementalInformationForPropertyCasualtyInsuranceUnderwritersPriorYearClaimsAndClaimsAdjustmentExpense
+        - I-TreasuryStockAcquiredAverageCostPerShare
+        - I-TreasuryStockSharesAcquired
+        - I-TreasuryStockValueAcquiredCostMethod
+        - I-UnrecognizedTaxBenefits
+        - I-UnrecognizedTaxBenefitsThatWouldImpactEffectiveTaxRate
+        - O
+  FiNER-ORD:
+    name: FiNER-ORD
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - LOC
+        - ORG
+        - PER
+      splits:
+        train:
+          path: train.parquet
+          document_count: 136
+          sequence_count: 3262
+          creation_metadata:
+            license: CC BY-NC 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 2
+              features:
+              - author-annotated
+              agreement:
+                value: 0.9685
+                metric: null
+            primary_domain: news
+            other_domains: []
+            finegrained_domains:
+            - finance
+            data_sources:
+            - source: webz.io
+              url: https://webz.io/free-datasets/financial-news-articles/
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 25
+          sequence_count: 402
+          creation_metadata:
+            license: CC BY-NC 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 2
+              features:
+              - author-annotated
+              agreement:
+                value: 0.9685
+                metric: null
+            primary_domain: news
+            other_domains: []
+            finegrained_domains:
+            - finance
+            data_sources:
+            - source: webz.io
+              url: https://webz.io/free-datasets/financial-news-articles/
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 43
+          sequence_count: 1075
+          creation_metadata:
+            license: CC BY-NC 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 2
+              features:
+              - author-annotated
+              agreement:
+                value: 0.9685
+                metric: null
+            primary_domain: news
+            other_domains: []
+            finegrained_domains:
+            - finance
+            data_sources:
+            - source: webz.io
+              url: https://webz.io/free-datasets/financial-news-articles/
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-LOC
+        - B-ORG
+        - B-PER
+        - I-LOC
+        - I-ORG
+        - I-PER
+        - O
+  FoNE:
+    name: FoNE
+    subsets: {}
+    languages:
+    - fao
+    main_splits:
+      language: fao
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - Date
+        - Location
+        - Miscellaneous
+        - Money
+        - Organization
+        - Percent
+        - Person
+        - Time
+      splits:
+        test:
+          path: test.parquet
+          document_count: 5597
+          sequence_count: 5597
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features: []
+              agreement: null
+            primary_domain: news
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - source: Sosialurin corpus
+              url: https://huggingface.co/datasets/vesteinn/sosialurin-faroese-pos
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-Date
+        - B-Location
+        - B-Miscellaneous
+        - B-Money
+        - B-Organization
+        - B-Percent
+        - B-Person
+        - B-Time
+        - I-Date
+        - I-Location
+        - I-Miscellaneous
+        - I-Money
+        - I-Organization
+        - I-Percent
+        - I-Person
+        - I-Time
+        - O
+  German-LER:
+    name: German-LER
+    subsets: {}
+    languages:
+    - deu
+    main_splits:
+      language: deu
+      pre_tokenized: true
+      tagsets:
+      - coarse
+      - fine
+      labels:
+        fine:
+        - AN
+        - EUN
+        - GRT
+        - GS
+        - INN
+        - LD
+        - LDS
+        - LIT
+        - MRK
+        - ORG
+        - PER
+        - RR
+        - RS
+        - ST
+        - STR
+        - UN
+        - VO
+        - VS
+        - VT
+        coarse:
+        - LIT
+        - LOC
+        - NRM
+        - ORG
+        - PER
+        - REG
+        - RS
+      splits:
+        train:
+          path: train.parquet
+          document_count: 53384
+          sequence_count: 53384
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 1
+              features: []
+              agreement: null
+            primary_domain: law
+            other_domains: []
+            finegrained_domains:
+            - court decisions
+            data_sources:
+            - source: Rechtsprechung im Internet
+              url: http://www.rechtsprechung-im-internet.de/
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 6666
+          sequence_count: 6666
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 1
+              features: []
+              agreement: null
+            primary_domain: law
+            other_domains: []
+            finegrained_domains:
+            - court decisions
+            data_sources:
+            - source: Rechtsprechung im Internet
+              url: http://www.rechtsprechung-im-internet.de/
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 6673
+          sequence_count: 6673
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 1
+              features: []
+              agreement: null
+            primary_domain: law
+            other_domains: []
+            finegrained_domains:
+            - court decisions
+            data_sources:
+            - source: Rechtsprechung im Internet
+              url: http://www.rechtsprechung-im-internet.de/
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        fine:
+        - B-AN
+        - B-EUN
+        - B-GRT
+        - B-GS
+        - B-INN
+        - B-LD
+        - B-LDS
+        - B-LIT
+        - B-MRK
+        - B-ORG
+        - B-PER
+        - B-RR
+        - B-RS
+        - B-ST
+        - B-STR
+        - B-UN
+        - B-VO
+        - B-VS
+        - B-VT
+        - I-AN
+        - I-EUN
+        - I-GRT
+        - I-GS
+        - I-INN
+        - I-LD
+        - I-LDS
+        - I-LIT
+        - I-MRK
+        - I-ORG
+        - I-PER
+        - I-RR
+        - I-RS
+        - I-ST
+        - I-STR
+        - I-UN
+        - I-VO
+        - I-VS
+        - I-VT
+        - O
+        coarse:
+        - B-LIT
+        - B-LOC
+        - B-NRM
+        - B-ORG
+        - B-PER
+        - B-REG
+        - B-RS
+        - I-LIT
+        - I-LOC
+        - I-NRM
+        - I-ORG
+        - I-PER
+        - I-REG
+        - I-RS
+        - O
+  Herodotos-Project-NER:
+    name: Herodotos-Project-NER
+    subsets:
+      civil_wars:
+        language: lat
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - GEO
+          - GRP
+          - PRS
+        splits:
+          test:
+            path: civil_wars/test.parquet
+            document_count: 258
+            sequence_count: 258
+            creation_metadata:
+              license: AGPL-3.0 license
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - domain-experts
+                agreement:
+                  value: 0.959
+                  metric: fleiss-kappa
+              primary_domain: literature
+              other_domains: []
+              finegrained_domains:
+              - non-fiction
+              - epistolary
+              - poetry
+              data_sources:
+              - De Bello Gallico
+              - Epistulae
+              - Ars Amatoria
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-GEO
+          - B-GRP
+          - B-PRS
+          - I-PRS
+          - O
+      gallic_wars:
+        language: lat
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - GEO
+          - GRP
+          - PRS
+        splits:
+          train:
+            path: gallic_wars/train.parquet
+            document_count: 1725
+            sequence_count: 1725
+            creation_metadata:
+              license: AGPL-3.0 license
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - domain-experts
+                agreement:
+                  value: 0.959
+                  metric: fleiss-kappa
+              primary_domain: literature
+              other_domains: []
+              finegrained_domains:
+              - non-fiction
+              - epistolary
+              - poetry
+              data_sources:
+              - De Bello Gallico
+              - Epistulae
+              - Ars Amatoria
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: gallic_wars/test.parquet
+            document_count: 852
+            sequence_count: 852
+            creation_metadata:
+              license: AGPL-3.0 license
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - domain-experts
+                agreement:
+                  value: 0.959
+                  metric: fleiss-kappa
+              primary_domain: literature
+              other_domains: []
+              finegrained_domains:
+              - non-fiction
+              - epistolary
+              - poetry
+              data_sources:
+              - De Bello Gallico
+              - Epistulae
+              - Ars Amatoria
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-GEO
+          - B-GRP
+          - B-PRS
+          - I-GEO
+          - I-GRP
+          - I-PRS
+          - O
+      ovid:
+        language: lat
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - GEO
+          - GRP
+          - PRS
+        splits:
+          test:
+            path: ovid/test.parquet
+            document_count: 2435
+            sequence_count: 2435
+            creation_metadata:
+              license: AGPL-3.0 license
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - domain-experts
+                agreement:
+                  value: 0.959
+                  metric: fleiss-kappa
+              primary_domain: literature
+              other_domains: []
+              finegrained_domains:
+              - non-fiction
+              - epistolary
+              - poetry
+              data_sources:
+              - De Bello Gallico
+              - Epistulae
+              - Ars Amatoria
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-GEO
+          - B-GRP
+          - B-PRS
+          - I-PRS
+          - O
+      pliny_the_elder:
+        language: lat
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - GEO
+          - GRP
+          - PRS
+        splits:
+          test:
+            path: pliny_the_elder/test.parquet
+            document_count: 3591
+            sequence_count: 3591
+            creation_metadata:
+              license: AGPL-3.0 license
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - domain-experts
+                agreement:
+                  value: 0.959
+                  metric: fleiss-kappa
+              primary_domain: literature
+              other_domains: []
+              finegrained_domains:
+              - non-fiction
+              - epistolary
+              - poetry
+              data_sources:
+              - De Bello Gallico
+              - Epistulae
+              - Ars Amatoria
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-GEO
+          - B-GRP
+          - B-PRS
+          - I-GEO
+          - I-GRP
+          - I-PRS
+          - O
+      pliny_the_younger:
+        language: lat
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - GEO
+          - GRP
+          - PRS
+        splits:
+          test:
+            path: pliny_the_younger/test.parquet
+            document_count: 1336
+            sequence_count: 1336
+            creation_metadata:
+              license: AGPL-3.0 license
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - domain-experts
+                agreement:
+                  value: 0.959
+                  metric: fleiss-kappa
+              primary_domain: literature
+              other_domains: []
+              finegrained_domains:
+              - non-fiction
+              - epistolary
+              - poetry
+              data_sources:
+              - De Bello Gallico
+              - Epistulae
+              - Ars Amatoria
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-GEO
+          - B-GRP
+          - B-PRS
+          - I-GEO
+          - I-PRS
+          - O
+    languages:
+    - lat
+    main_splits: null
+  JNLPBA:
+    name: JNLPBA
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - DNA
+        - RNA
+        - cell_line
+        - cell_type
+        - protein
+      splits:
+        train:
+          path: train.parquet
+          document_count: 2000
+          sequence_count: 18546
+          creation_metadata:
+            license:
+              annotations: CC BY 3.0
+              text: GENIA Project License
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features: []
+              agreement: null
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - molecular biology
+            data_sources:
+            - MEDLINE (from GENIA version 3.0)
+            dataset_lineage:
+            - GENIA version 3.02
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 404
+          sequence_count: 3856
+          creation_metadata:
+            license:
+              annotations: CC BY 3.0
+              text: GENIA Project License
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - domain-experts:1
+              agreement: null
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - molecular biology
+            data_sources:
+            - MEDLINE ('human', 'blood cells' and 'transcription factors', newly annotated,
+              from 1978--2001)
+            dataset_lineage:
+            - GENIA version 3.02
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-DNA
+        - B-RNA
+        - B-cell_line
+        - B-cell_type
+        - B-protein
+        - I-DNA
+        - I-RNA
+        - I-cell_line
+        - I-cell_type
+        - I-protein
+        - O
+  Japanese-Wikipedia:
+    name: Japanese-Wikipedia
+    subsets: {}
+    languages:
+    - jpn
+    main_splits:
+      language: jpn
+      pre_tokenized: false
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - その他の組織名
+        - イベント名
+        - 人名
+        - 地名
+        - 政治的組織名
+        - 施設名
+        - 法人名
+        - 製品名
+      splits:
+        test:
+          path: test.parquet
+          document_count: 5343
+          sequence_count: 5343
+          creation_metadata:
+            license: CC BY-SA 3.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features: []
+              agreement: null
+            primary_domain: wikipedia
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - Japanese Wikipedia
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels: null
+  MasakhaNER-X:
+    name: MasakhaNER-X
+    subsets:
+      am:
+        language: amh
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: am/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 1+
+                features:
+                - expert-guided
+                - author-annotated
+                agreement:
+                  value:
+                    MasakhaNER (all tokens): 0.987
+                    MasakhaNER (annotated tokens): 0.959
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - DW
+              - BBC
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: am/validation.parquet
+            document_count: 250
+            sequence_count: 250
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 1+
+                features:
+                - expert-guided
+                - author-annotated
+                agreement:
+                  value:
+                    MasakhaNER (all tokens): 0.987
+                    MasakhaNER (annotated tokens): 0.959
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - DW
+              - BBC
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: am/test.parquet
+            document_count: 500
+            sequence_count: 500
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 1+
+                features:
+                - expert-guided
+                - author-annotated
+                agreement:
+                  value:
+                    MasakhaNER (all tokens): 0.987
+                    MasakhaNER (annotated tokens): 0.959
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - DW
+              - BBC
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      bbj:
+        language: bbj
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: bbj/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: bbj/validation.parquet
+            document_count: 483
+            sequence_count: 483
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: bbj/test.parquet
+            document_count: 966
+            sequence_count: 966
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      bm:
+        language: bam
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: bm/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.98
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: bm/validation.parquet
+            document_count: 638
+            sequence_count: 638
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.98
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: bm/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.98
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      ee:
+        language: ewe
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: ee/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.991
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: ee/validation.parquet
+            document_count: 501
+            sequence_count: 501
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.991
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: ee/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.991
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      ha:
+        language: hau
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: ha/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER (all tokens): 0.988
+                    MasakhaNER (annotated tokens): 0.962
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - VOA Hausa
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: ha/validation.parquet
+            document_count: 272
+            sequence_count: 272
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER (all tokens): 0.988
+                    MasakhaNER (annotated tokens): 0.962
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - VOA Hausa
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: ha/test.parquet
+            document_count: 545
+            sequence_count: 545
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER (all tokens): 0.988
+                    MasakhaNER (annotated tokens): 0.962
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - VOA Hausa
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      ig:
+        language: ibo
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: ig/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.965
+                    MasakhaNER (all tokens): 0.995
+                    MasakhaNER (annotated tokens): 0.962
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - IgboRadio
+              - Ka ỌdỊ Taa
+              - BBC Igbo
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: ig/validation.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.965
+                    MasakhaNER (all tokens): 0.995
+                    MasakhaNER (annotated tokens): 0.962
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - IgboRadio
+              - Ka ỌdỊ Taa
+              - BBC Igbo
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: ig/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.965
+                    MasakhaNER (all tokens): 0.995
+                    MasakhaNER (annotated tokens): 0.962
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - IgboRadio
+              - Ka ỌdỊ Taa
+              - BBC Igbo
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      lg:
+        language: lug
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: lg/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.95
+                    MasakhaNER (all tokens): 0.997
+                    MasakhaNER (annotated tokens): 0.99
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              - BUKEDDE news
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: lg/validation.parquet
+            document_count: 906
+            sequence_count: 906
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.95
+                    MasakhaNER (all tokens): 0.997
+                    MasakhaNER (annotated tokens): 0.99
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              - BUKEDDE news
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: lg/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.95
+                    MasakhaNER (all tokens): 0.997
+                    MasakhaNER (annotated tokens): 0.99
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              - BUKEDDE news
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      luo:
+        language: luo
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: luo/train.parquet
+            document_count: 644
+            sequence_count: 644
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.907
+                    MasakhaNER (all tokens): 1.0
+                    MasakhaNER (annotated tokens): 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              - Ramogi FM news
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: luo/validation.parquet
+            document_count: 92
+            sequence_count: 92
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.907
+                    MasakhaNER (all tokens): 1.0
+                    MasakhaNER (annotated tokens): 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              - Ramogi FM news
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: luo/test.parquet
+            document_count: 185
+            sequence_count: 185
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.907
+                    MasakhaNER (all tokens): 1.0
+                    MasakhaNER (annotated tokens): 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              - Ramogi FM news
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      mos:
+        language: mos
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: mos/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.927
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: mos/validation.parquet
+            document_count: 648
+            sequence_count: 648
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.927
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: mos/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.927
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      ny:
+        language: nya
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: ny/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.988
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Nation Online Malawi
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: ny/validation.parquet
+            document_count: 893
+            sequence_count: 893
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.988
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Nation Online Malawi
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: ny/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.988
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Nation Online Malawi
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      pcm:
+        language: pcm
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: pcm/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.966
+                    MasakhaNER (all tokens): 0.987
+                    MasakhaNER (annotated tokens): 0.966
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              - BBC Pidgin
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: pcm/validation.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.966
+                    MasakhaNER (all tokens): 0.987
+                    MasakhaNER (annotated tokens): 0.966
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              - BBC Pidgin
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: pcm/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.966
+                    MasakhaNER (all tokens): 0.987
+                    MasakhaNER (annotated tokens): 0.966
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              - BBC Pidgin
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      rw:
+        language: kin
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: rw/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.943
+                    MasakhaNER (all tokens): 1.0
+                    MasakhaNER (annotated tokens): 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - IGIHE news
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: rw/validation.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.943
+                    MasakhaNER (all tokens): 1.0
+                    MasakhaNER (annotated tokens): 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - IGIHE news
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: rw/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.943
+                    MasakhaNER (all tokens): 1.0
+                    MasakhaNER (annotated tokens): 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - IGIHE news
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      sn:
+        language: sna
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: sn/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.957
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - VOA Shona
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: sn/validation.parquet
+            document_count: 887
+            sequence_count: 887
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.957
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - VOA Shona
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: sn/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.957
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - VOA Shona
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      sw:
+        language: swa
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: sw/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.974
+                    MasakhaNER (all tokens): 1.0
+                    MasakhaNER (annotated tokens): 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - VOA Swahili
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: sw/validation.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.974
+                    MasakhaNER (all tokens): 1.0
+                    MasakhaNER (annotated tokens): 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - VOA Swahili
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: sw/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.974
+                    MasakhaNER (all tokens): 1.0
+                    MasakhaNER (annotated tokens): 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - VOA Swahili
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      tn:
+        language: tsn
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: tn/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.962
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: tn/validation.parquet
+            document_count: 499
+            sequence_count: 499
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.962
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: tn/test.parquet
+            document_count: 996
+            sequence_count: 996
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.962
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      tw:
+        language: twi
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: tw/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.932
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: tw/validation.parquet
+            document_count: 605
+            sequence_count: 605
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.932
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: tw/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.932
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      wo:
+        language: wol
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: wo/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.979
+                    MasakhaNER (all tokens): 1.0
+                    MasakhaNER (annotated tokens): 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              - Lu Defu Waxu
+              - Saabal
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: wo/validation.parquet
+            document_count: 923
+            sequence_count: 923
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.979
+                    MasakhaNER (all tokens): 1.0
+                    MasakhaNER (annotated tokens): 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              - Lu Defu Waxu
+              - Saabal
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: wo/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.979
+                    MasakhaNER (all tokens): 1.0
+                    MasakhaNER (annotated tokens): 1.0
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: MAFAND-MT
+                url: https://huggingface.co/datasets/masakhane/mafand
+              - Lu Defu Waxu
+              - Saabal
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      xh:
+        language: xho
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: xh/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.945
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Isolezwe Newspaper
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: xh/validation.parquet
+            document_count: 817
+            sequence_count: 817
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.945
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Isolezwe Newspaper
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: xh/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.945
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Isolezwe Newspaper
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      yo:
+        language: yor
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: yo/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.95
+                    MasakhaNER (all tokens): 0.99
+                    MasakhaNER (annotated tokens): 0.964
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Global Voices
+              - Voice of Nigeria and Asejere
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: yo/validation.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.95
+                    MasakhaNER (all tokens): 0.99
+                    MasakhaNER (annotated tokens): 0.964
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Global Voices
+              - Voice of Nigeria and Asejere
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: yo/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 4+
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.95
+                    MasakhaNER (all tokens): 0.99
+                    MasakhaNER (annotated tokens): 0.964
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Global Voices
+              - Voice of Nigeria and Asejere
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+      zu:
+        language: zul
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - DATE
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: zu/train.parquet
+            document_count: 1441
+            sequence_count: 1441
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.953
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Isolezwe Newspaper
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: zu/validation.parquet
+            document_count: 836
+            sequence_count: 836
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.953
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Isolezwe Newspaper
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: zu/test.parquet
+            document_count: 1000
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 3
+                features:
+                - expert-guided
+                agreement:
+                  value:
+                    MasakhaNER 2: 0.953
+                  metric: fleiss-kappa
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Isolezwe Newspaper
+              dataset_lineage:
+              - MasakhaNER
+              - MasakhaNER 2.0
+              label_set_standard: MUC-6
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels: null
+    languages:
+    - bbj
+    - tsn
+    - ewe
+    - twi
+    - hau
+    - mos
+    - lug
+    - ibo
+    - wol
+    - yor
+    - luo
+    - nya
+    - xho
+    - swa
+    - pcm
+    - sna
+    - amh
+    - bam
+    - kin
+    - zul
+    main_splits: null
+  MultiCoNER:
+    name: MultiCoNER
+    subsets:
+      Bangla (BN):
+        language: ben
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-Bangla (BN)/train.parquet
+            document_count: 9708
+            sequence_count: 9708
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-Bangla (BN)/validation.parquet
+            document_count: 507
+            sequence_count: 507
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-Bangla (BN)/test.parquet
+            document_count: 19859
+            sequence_count: 19859
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+      Chinese (ZH):
+        language: zho
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-Chinese (ZH)/train.parquet
+            document_count: 9759
+            sequence_count: 9759
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-Chinese (ZH)/validation.parquet
+            document_count: 506
+            sequence_count: 506
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-Chinese (ZH)/test.parquet
+            document_count: 20265
+            sequence_count: 20265
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+      English (EN):
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-English (EN)/train.parquet
+            document_count: 16778
+            sequence_count: 16778
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-English (EN)/validation.parquet
+            document_count: 871
+            sequence_count: 871
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-English (EN)/test.parquet
+            document_count: 249980
+            sequence_count: 249980
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+      Farsi (FA):
+        language: fas
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-Farsi (FA)/train.parquet
+            document_count: 16321
+            sequence_count: 16321
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-Farsi (FA)/validation.parquet
+            document_count: 855
+            sequence_count: 855
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-Farsi (FA)/test.parquet
+            document_count: 219168
+            sequence_count: 219168
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+      French (FR):
+        language: fra
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-French (FR)/train.parquet
+            document_count: 16548
+            sequence_count: 16548
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-French (FR)/validation.parquet
+            document_count: 857
+            sequence_count: 857
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-French (FR)/test.parquet
+            document_count: 249786
+            sequence_count: 249786
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+      German (DE):
+        language: deu
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-German (DE)/train.parquet
+            document_count: 9785
+            sequence_count: 9785
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-German (DE)/validation.parquet
+            document_count: 512
+            sequence_count: 512
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-German (DE)/test.parquet
+            document_count: 20145
+            sequence_count: 20145
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+      Hindi (HI):
+        language: hin
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-Hindi (HI)/train.parquet
+            document_count: 9632
+            sequence_count: 9632
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-Hindi (HI)/validation.parquet
+            document_count: 514
+            sequence_count: 514
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-Hindi (HI)/test.parquet
+            document_count: 18399
+            sequence_count: 18399
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+      Italian (IT):
+        language: ita
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-Italian (IT)/train.parquet
+            document_count: 16579
+            sequence_count: 16579
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-Italian (IT)/validation.parquet
+            document_count: 858
+            sequence_count: 858
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-Italian (IT)/test.parquet
+            document_count: 247881
+            sequence_count: 247881
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+      Portuguese (PT):
+        language: por
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-Portuguese (PT)/train.parquet
+            document_count: 16469
+            sequence_count: 16469
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-Portuguese (PT)/validation.parquet
+            document_count: 854
+            sequence_count: 854
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-Portuguese (PT)/test.parquet
+            document_count: 229490
+            sequence_count: 229490
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+      Spanish (ES):
+        language: spa
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-Spanish (ES)/train.parquet
+            document_count: 16453
+            sequence_count: 16453
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-Spanish (ES)/validation.parquet
+            document_count: 854
+            sequence_count: 854
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-Spanish (ES)/test.parquet
+            document_count: 246900
+            sequence_count: 246900
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+      Swedish (SV):
+        language: swe
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-Swedish (SV)/train.parquet
+            document_count: 16363
+            sequence_count: 16363
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-Swedish (SV)/validation.parquet
+            document_count: 856
+            sequence_count: 856
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-Swedish (SV)/test.parquet
+            document_count: 231190
+            sequence_count: 231190
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+      Ukrainian (UK):
+        language: ukr
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-Ukrainian (UK)/train.parquet
+            document_count: 16429
+            sequence_count: 16429
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-Ukrainian (UK)/validation.parquet
+            document_count: 851
+            sequence_count: 851
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-Ukrainian (UK)/test.parquet
+            document_count: 238296
+            sequence_count: 238296
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+      Multilingual (MULTI):
+        language: MULTI
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - AerospaceManufacturer
+          - AnatomicalStructure
+          - ArtWork
+          - Artist
+          - Athlete
+          - CarManufacturer
+          - Cleric
+          - Clothing
+          - Disease
+          - Drink
+          - Facility
+          - Food
+          - HumanSettlement
+          - MedicalProcedure
+          - Medication/Vaccine
+          - MusicalGRP
+          - MusicalWork
+          - ORG
+          - OtherLOC
+          - OtherPER
+          - OtherPROD
+          - Politician
+          - PrivateCorp
+          - PublicCorp
+          - Scientist
+          - Software
+          - SportsGRP
+          - SportsManager
+          - Station
+          - Symptom
+          - Vehicle
+          - VisualWork
+          - WrittenWork
+        splits:
+          train:
+            path: language-Multilingual (MULTI)/train.parquet
+            document_count: 170824
+            sequence_count: 170824
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-Multilingual (MULTI)/validation.parquet
+            document_count: 8895
+            sequence_count: 8895
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-Multilingual (MULTI)/test.parquet
+            document_count: 358668
+            sequence_count: 358668
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia (short sentences for a low context setting, with inserted
+                noise)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-AerospaceManufacturer
+          - B-AnatomicalStructure
+          - B-ArtWork
+          - B-Artist
+          - B-Athlete
+          - B-CarManufacturer
+          - B-Cleric
+          - B-Clothing
+          - B-Disease
+          - B-Drink
+          - B-Facility
+          - B-Food
+          - B-HumanSettlement
+          - B-MedicalProcedure
+          - B-Medication/Vaccine
+          - B-MusicalGRP
+          - B-MusicalWork
+          - B-ORG
+          - B-OtherLOC
+          - B-OtherPER
+          - B-OtherPROD
+          - B-Politician
+          - B-PrivateCorp
+          - B-PublicCorp
+          - B-Scientist
+          - B-Software
+          - B-SportsGRP
+          - B-SportsManager
+          - B-Station
+          - B-Symptom
+          - B-Vehicle
+          - B-VisualWork
+          - B-WrittenWork
+          - I-AerospaceManufacturer
+          - I-AnatomicalStructure
+          - I-ArtWork
+          - I-Artist
+          - I-Athlete
+          - I-CarManufacturer
+          - I-Cleric
+          - I-Clothing
+          - I-Disease
+          - I-Drink
+          - I-Facility
+          - I-Food
+          - I-HumanSettlement
+          - I-MedicalProcedure
+          - I-Medication/Vaccine
+          - I-MusicalGRP
+          - I-MusicalWork
+          - I-ORG
+          - I-OtherLOC
+          - I-OtherPER
+          - I-OtherPROD
+          - I-Politician
+          - I-PrivateCorp
+          - I-PublicCorp
+          - I-Scientist
+          - I-Software
+          - I-SportsGRP
+          - I-SportsManager
+          - I-Station
+          - I-Symptom
+          - I-Vehicle
+          - I-VisualWork
+          - I-WrittenWork
+          - O
+    languages:
+    - fra
+    - por
+    - zho
+    - eng
+    - ita
+    - MULTI
+    - fas
+    - swe
+    - spa
+    - deu
+    - hin
+    - ben
+    - ukr
+    main_splits: null
+  MultiNERd:
+    name: MultiNERd
+    subsets:
+      de:
+        language: deu
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - ANIM
+          - BIO
+          - CEL
+          - DIS
+          - EVE
+          - FOOD
+          - INST
+          - LOC
+          - MEDIA
+          - MYTH
+          - ORG
+          - PER
+          - PLANT
+          - TIME
+          - VEHI
+        splits:
+          train:
+            path: language-de/train.parquet
+            document_count: 250720
+            sequence_count: 250720
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-de/validation.parquet
+            document_count: 31340
+            sequence_count: 31340
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-de/test.parquet
+            document_count: 31524
+            sequence_count: 31524
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-ANIM
+          - B-BIO
+          - B-CEL
+          - B-DIS
+          - B-EVE
+          - B-FOOD
+          - B-INST
+          - B-LOC
+          - B-MEDIA
+          - B-MYTH
+          - B-ORG
+          - B-PER
+          - B-PLANT
+          - B-TIME
+          - B-VEHI
+          - I-ANIM
+          - I-BIO
+          - I-CEL
+          - I-DIS
+          - I-EVE
+          - I-FOOD
+          - I-INST
+          - I-LOC
+          - I-MEDIA
+          - I-MYTH
+          - I-ORG
+          - I-PER
+          - I-PLANT
+          - I-TIME
+          - I-VEHI
+          - O
+      en:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - ANIM
+          - BIO
+          - CEL
+          - DIS
+          - EVE
+          - FOOD
+          - INST
+          - LOC
+          - MEDIA
+          - MYTH
+          - ORG
+          - PER
+          - PLANT
+          - TIME
+          - VEHI
+        splits:
+          train:
+            path: language-en/train.parquet
+            document_count: 262560
+            sequence_count: 262560
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-en/validation.parquet
+            document_count: 32820
+            sequence_count: 32820
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-en/test.parquet
+            document_count: 32908
+            sequence_count: 32908
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-ANIM
+          - B-BIO
+          - B-CEL
+          - B-DIS
+          - B-EVE
+          - B-FOOD
+          - B-INST
+          - B-LOC
+          - B-MEDIA
+          - B-MYTH
+          - B-ORG
+          - B-PER
+          - B-PLANT
+          - B-TIME
+          - B-VEHI
+          - I-ANIM
+          - I-BIO
+          - I-CEL
+          - I-DIS
+          - I-EVE
+          - I-FOOD
+          - I-INST
+          - I-LOC
+          - I-MEDIA
+          - I-MYTH
+          - I-ORG
+          - I-PER
+          - I-PLANT
+          - I-TIME
+          - I-VEHI
+          - O
+      es:
+        language: spa
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - ANIM
+          - BIO
+          - CEL
+          - DIS
+          - EVE
+          - FOOD
+          - INST
+          - LOC
+          - MEDIA
+          - MYTH
+          - ORG
+          - PER
+          - PLANT
+          - TIME
+          - VEHI
+        splits:
+          train:
+            path: language-es/train.parquet
+            document_count: 276960
+            sequence_count: 276960
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-es/validation.parquet
+            document_count: 34620
+            sequence_count: 34620
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-es/test.parquet
+            document_count: 34798
+            sequence_count: 34798
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-ANIM
+          - B-BIO
+          - B-CEL
+          - B-DIS
+          - B-EVE
+          - B-FOOD
+          - B-INST
+          - B-LOC
+          - B-MEDIA
+          - B-MYTH
+          - B-ORG
+          - B-PER
+          - B-PLANT
+          - B-TIME
+          - B-VEHI
+          - I-ANIM
+          - I-BIO
+          - I-CEL
+          - I-DIS
+          - I-EVE
+          - I-FOOD
+          - I-INST
+          - I-LOC
+          - I-MEDIA
+          - I-MYTH
+          - I-ORG
+          - I-PER
+          - I-PLANT
+          - I-TIME
+          - I-VEHI
+          - O
+      fr:
+        language: fra
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - ANIM
+          - BIO
+          - CEL
+          - DIS
+          - EVE
+          - FOOD
+          - INST
+          - LOC
+          - MEDIA
+          - MYTH
+          - ORG
+          - PER
+          - PLANT
+          - TIME
+          - VEHI
+        splits:
+          train:
+            path: language-fr/train.parquet
+            document_count: 281760
+            sequence_count: 281760
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-fr/validation.parquet
+            document_count: 35220
+            sequence_count: 35220
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-fr/test.parquet
+            document_count: 35390
+            sequence_count: 35390
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-ANIM
+          - B-BIO
+          - B-CEL
+          - B-DIS
+          - B-EVE
+          - B-FOOD
+          - B-INST
+          - B-LOC
+          - B-MEDIA
+          - B-MYTH
+          - B-ORG
+          - B-PER
+          - B-PLANT
+          - B-TIME
+          - B-VEHI
+          - I-ANIM
+          - I-BIO
+          - I-CEL
+          - I-DIS
+          - I-EVE
+          - I-FOOD
+          - I-INST
+          - I-LOC
+          - I-MEDIA
+          - I-MYTH
+          - I-ORG
+          - I-PER
+          - I-PLANT
+          - I-TIME
+          - I-VEHI
+          - O
+      it:
+        language: ita
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - ANIM
+          - BIO
+          - CEL
+          - DIS
+          - EVE
+          - FOOD
+          - INST
+          - LOC
+          - MEDIA
+          - MYTH
+          - ORG
+          - PER
+          - PLANT
+          - TIME
+          - VEHI
+        splits:
+          train:
+            path: language-it/train.parquet
+            document_count: 291040
+            sequence_count: 291040
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-it/validation.parquet
+            document_count: 36380
+            sequence_count: 36380
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-it/test.parquet
+            document_count: 36434
+            sequence_count: 36434
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-ANIM
+          - B-BIO
+          - B-CEL
+          - B-DIS
+          - B-EVE
+          - B-FOOD
+          - B-INST
+          - B-LOC
+          - B-MEDIA
+          - B-MYTH
+          - B-ORG
+          - B-PER
+          - B-PLANT
+          - B-TIME
+          - B-VEHI
+          - I-ANIM
+          - I-BIO
+          - I-CEL
+          - I-DIS
+          - I-EVE
+          - I-FOOD
+          - I-INST
+          - I-LOC
+          - I-MEDIA
+          - I-MYTH
+          - I-ORG
+          - I-PER
+          - I-PLANT
+          - I-TIME
+          - I-VEHI
+          - O
+      nl:
+        language: nld
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - ANIM
+          - BIO
+          - CEL
+          - DIS
+          - EVE
+          - FOOD
+          - INST
+          - LOC
+          - MEDIA
+          - MYTH
+          - ORG
+          - PER
+          - PLANT
+          - TIME
+          - VEHI
+        splits:
+          train:
+            path: language-nl/train.parquet
+            document_count: 274720
+            sequence_count: 274720
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-nl/validation.parquet
+            document_count: 34340
+            sequence_count: 34340
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-nl/test.parquet
+            document_count: 34362
+            sequence_count: 34362
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-ANIM
+          - B-BIO
+          - B-CEL
+          - B-DIS
+          - B-EVE
+          - B-FOOD
+          - B-INST
+          - B-LOC
+          - B-MEDIA
+          - B-MYTH
+          - B-ORG
+          - B-PER
+          - B-PLANT
+          - B-TIME
+          - B-VEHI
+          - I-ANIM
+          - I-BIO
+          - I-CEL
+          - I-DIS
+          - I-EVE
+          - I-FOOD
+          - I-INST
+          - I-LOC
+          - I-MEDIA
+          - I-MYTH
+          - I-ORG
+          - I-PER
+          - I-PLANT
+          - I-TIME
+          - I-VEHI
+          - O
+      pl:
+        language: pol
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - ANIM
+          - BIO
+          - CEL
+          - DIS
+          - EVE
+          - FOOD
+          - INST
+          - LOC
+          - MEDIA
+          - MYTH
+          - ORG
+          - PER
+          - PLANT
+          - TIME
+          - VEHI
+        splits:
+          train:
+            path: language-pl/train.parquet
+            document_count: 311840
+            sequence_count: 311840
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-pl/validation.parquet
+            document_count: 38980
+            sequence_count: 38980
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-pl/test.parquet
+            document_count: 39110
+            sequence_count: 39110
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-ANIM
+          - B-BIO
+          - B-CEL
+          - B-DIS
+          - B-EVE
+          - B-FOOD
+          - B-INST
+          - B-LOC
+          - B-MEDIA
+          - B-MYTH
+          - B-ORG
+          - B-PER
+          - B-PLANT
+          - B-TIME
+          - B-VEHI
+          - I-ANIM
+          - I-BIO
+          - I-CEL
+          - I-DIS
+          - I-EVE
+          - I-FOOD
+          - I-INST
+          - I-LOC
+          - I-MEDIA
+          - I-MYTH
+          - I-ORG
+          - I-PER
+          - I-PLANT
+          - I-TIME
+          - I-VEHI
+          - O
+      pt:
+        language: por
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - ANIM
+          - BIO
+          - CEL
+          - DIS
+          - EVE
+          - FOOD
+          - INST
+          - LOC
+          - MEDIA
+          - MYTH
+          - ORG
+          - PER
+          - PLANT
+          - TIME
+          - VEHI
+        splits:
+          train:
+            path: language-pt/train.parquet
+            document_count: 284000
+            sequence_count: 284000
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-pt/validation.parquet
+            document_count: 35500
+            sequence_count: 35500
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-pt/test.parquet
+            document_count: 35630
+            sequence_count: 35630
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-ANIM
+          - B-BIO
+          - B-CEL
+          - B-DIS
+          - B-EVE
+          - B-FOOD
+          - B-INST
+          - B-LOC
+          - B-MEDIA
+          - B-MYTH
+          - B-ORG
+          - B-PER
+          - B-PLANT
+          - B-TIME
+          - B-VEHI
+          - I-ANIM
+          - I-BIO
+          - I-CEL
+          - I-DIS
+          - I-EVE
+          - I-FOOD
+          - I-INST
+          - I-LOC
+          - I-MEDIA
+          - I-MYTH
+          - I-ORG
+          - I-PER
+          - I-PLANT
+          - I-TIME
+          - I-VEHI
+          - O
+      ru:
+        language: rus
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - ANIM
+          - BIO
+          - CEL
+          - DIS
+          - EVE
+          - FOOD
+          - INST
+          - LOC
+          - MEDIA
+          - MYTH
+          - ORG
+          - PER
+          - PLANT
+          - TIME
+          - VEHI
+        splits:
+          train:
+            path: language-ru/train.parquet
+            document_count: 132480
+            sequence_count: 132480
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-ru/validation.parquet
+            document_count: 16560
+            sequence_count: 16560
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-ru/test.parquet
+            document_count: 16676
+            sequence_count: 16676
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-ANIM
+          - B-BIO
+          - B-CEL
+          - B-DIS
+          - B-EVE
+          - B-FOOD
+          - B-INST
+          - B-LOC
+          - B-MEDIA
+          - B-MYTH
+          - B-ORG
+          - B-PER
+          - B-PLANT
+          - B-TIME
+          - B-VEHI
+          - I-ANIM
+          - I-BIO
+          - I-CEL
+          - I-DIS
+          - I-EVE
+          - I-FOOD
+          - I-INST
+          - I-LOC
+          - I-MEDIA
+          - I-MYTH
+          - I-ORG
+          - I-PER
+          - I-PLANT
+          - I-TIME
+          - I-VEHI
+          - O
+      zh:
+        language: zho
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - ANIM
+          - BIO
+          - CEL
+          - DIS
+          - EVE
+          - FOOD
+          - INST
+          - LOC
+          - MEDIA
+          - MYTH
+          - ORG
+          - PER
+          - PLANT
+          - TIME
+          - VEHI
+        splits:
+          train:
+            path: language-zh/train.parquet
+            document_count: 312320
+            sequence_count: 312320
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-zh/validation.parquet
+            document_count: 39040
+            sequence_count: 39040
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-zh/test.parquet
+            document_count: 39154
+            sequence_count: 39154
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - encyclopedia
+              - news
+              data_sources:
+              - Wikipedia
+              - Wikinews
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-ANIM
+          - B-BIO
+          - B-CEL
+          - B-DIS
+          - B-EVE
+          - B-FOOD
+          - B-INST
+          - B-LOC
+          - B-MEDIA
+          - B-MYTH
+          - B-ORG
+          - B-PER
+          - B-PLANT
+          - B-TIME
+          - B-VEHI
+          - I-ANIM
+          - I-BIO
+          - I-CEL
+          - I-DIS
+          - I-EVE
+          - I-FOOD
+          - I-INST
+          - I-LOC
+          - I-MEDIA
+          - I-MYTH
+          - I-ORG
+          - I-PER
+          - I-PLANT
+          - I-TIME
+          - I-VEHI
+          - O
+    languages:
+    - fra
+    - pol
+    - por
+    - zho
+    - eng
+    - spa
+    - nld
+    - ita
+    - rus
+    - deu
+    main_splits: null
+  NCBI-Disease:
+    name: NCBI-Disease
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: false
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - CompositeMention
+        - DiseaseClass
+        - Modifier
+        - SpecificDisease
+      splits:
+        train:
+          path: train.parquet
+          document_count: 592
+          sequence_count: 5232
+          creation_metadata:
+            license: Public Domain
+            annotation:
+              type: gold-standard
+              annotator_count: 16
+              features:
+              - annotators-each:2+
+              - domain-experts
+              - author-verified
+              agreement:
+                value: 0.88
+                metric: average-f-score
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - disease
+            data_sources:
+            - PubMed
+            dataset_lineage:
+            - Jimeno et al., 2008 disease NER corpus
+            - Leaman et al., 2009 disease NER corpus
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: sections
+        validation:
+          path: validation.parquet
+          document_count: 100
+          sequence_count: 906
+          creation_metadata:
+            license: Public Domain
+            annotation:
+              type: gold-standard
+              annotator_count: 16
+              features:
+              - annotators-each:2+
+              - domain-experts
+              - author-verified
+              agreement:
+                value: 0.88
+                metric: average-f-score
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - disease
+            data_sources:
+            - PubMed
+            dataset_lineage:
+            - Jimeno et al., 2008 disease NER corpus
+            - Leaman et al., 2009 disease NER corpus
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: sections
+        test:
+          path: test.parquet
+          document_count: 100
+          sequence_count: 913
+          creation_metadata:
+            license: Public Domain
+            annotation:
+              type: gold-standard
+              annotator_count: 16
+              features:
+              - annotators-each:2+
+              - domain-experts
+              - author-verified
+              agreement:
+                value: 0.88
+                metric: average-f-score
+            primary_domain: biomedical
+            other_domains: []
+            finegrained_domains:
+            - disease
+            data_sources:
+            - PubMed
+            dataset_lineage:
+            - Jimeno et al., 2008 disease NER corpus
+            - Leaman et al., 2009 disease NER corpus
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: sections
+      bio_labels: null
+  NYTK-NerKor:
+    name: NYTK-NerKor
+    subsets:
+      fiction:
+        language: hun
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: fiction/train.parquet
+            document_count: 19217
+            sequence_count: 19217
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: literature
+              other_domains: []
+              finegrained_domains:
+              - novels
+              - movie subtitles
+              data_sources:
+              - source: Hungarian Electronic Library
+                url: http://mek.oszk.hu/indexeng.phtml
+              - source: Project Gutenberg
+                url: https://www.gutenberg.org/
+              - source: OpenSubtitles (2018)
+                url: https://opus.nlpl.eu/index.php
+              dataset_lineage: []
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: fiction/validation.parquet
+            document_count: 2825
+            sequence_count: 2825
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: literature
+              other_domains: []
+              finegrained_domains:
+              - novels
+              - movie subtitles
+              data_sources:
+              - source: Hungarian Electronic Library
+                url: http://mek.oszk.hu/indexeng.phtml
+              - source: Project Gutenberg
+                url: https://www.gutenberg.org/
+              - source: OpenSubtitles (2018)
+                url: https://opus.nlpl.eu/index.php
+              dataset_lineage: []
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: fiction/test.parquet
+            document_count: 2526
+            sequence_count: 2526
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: literature
+              other_domains: []
+              finegrained_domains:
+              - novels
+              - movie subtitles
+              data_sources:
+              - source: Hungarian Electronic Library
+                url: http://mek.oszk.hu/indexeng.phtml
+              - source: Project Gutenberg
+                url: https://www.gutenberg.org/
+              - source: OpenSubtitles (2018)
+                url: https://opus.nlpl.eu/index.php
+              dataset_lineage: []
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+      legal:
+        language: hun
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: legal/train.parquet
+            document_count: 5791
+            sequence_count: 5791
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: law
+              other_domains: []
+              finegrained_domains:
+              - EU legislation
+              data_sources:
+              - source: EU Constitution (2004)
+                url: https://opus.nlpl.eu/index.php
+              - source: European Economic and Social Committee documents (2017)
+                url: https://opus.nlpl.eu/index.php
+              - JRC-Acquis (>2000)
+              - DGT-Acquis (2004)
+              dataset_lineage: []
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: legal/validation.parquet
+            document_count: 720
+            sequence_count: 720
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: law
+              other_domains: []
+              finegrained_domains:
+              - EU legislation
+              data_sources:
+              - source: EU Constitution (2004)
+                url: https://opus.nlpl.eu/index.php
+              - source: European Economic and Social Committee documents (2017)
+                url: https://opus.nlpl.eu/index.php
+              - JRC-Acquis (>2000)
+              - DGT-Acquis (2004)
+              dataset_lineage: []
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: legal/test.parquet
+            document_count: 722
+            sequence_count: 722
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: law
+              other_domains: []
+              finegrained_domains:
+              - EU legislation
+              data_sources:
+              - source: EU Constitution (2004)
+                url: https://opus.nlpl.eu/index.php
+              - source: European Economic and Social Committee documents (2017)
+                url: https://opus.nlpl.eu/index.php
+              - JRC-Acquis (>2000)
+              - DGT-Acquis (2004)
+              dataset_lineage: []
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+      news:
+        language: hun
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: news/train.parquet
+            document_count: 7751
+            sequence_count: 7751
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: Press Release Database of the European Commission (2016)
+                url: https://opus.nlpl.eu/index.php
+              - source: Global Voices (Hungarian, 2010--2017)
+                url: https://opus.nlpl.eu/index.php
+              - NewsCrawl (2019)
+              dataset_lineage: []
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: news/validation.parquet
+            document_count: 886
+            sequence_count: 886
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: Press Release Database of the European Commission (2016)
+                url: https://opus.nlpl.eu/index.php
+              - source: Global Voices (Hungarian, 2010--2017)
+                url: https://opus.nlpl.eu/index.php
+              - NewsCrawl (2019)
+              dataset_lineage: []
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: news/test.parquet
+            document_count: 1048
+            sequence_count: 1048
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: news
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - source: Press Release Database of the European Commission (2016)
+                url: https://opus.nlpl.eu/index.php
+              - source: Global Voices (Hungarian, 2010--2017)
+                url: https://opus.nlpl.eu/index.php
+              - NewsCrawl (2019)
+              dataset_lineage: []
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+      web:
+        language: hun
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: web/train.parquet
+            document_count: 8389
+            sequence_count: 8389
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - web
+              data_sources:
+              - Hungarian Webcorpus 2.0 (2017--2019)
+              dataset_lineage: []
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: web/validation.parquet
+            document_count: 1055
+            sequence_count: 1055
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - web
+              data_sources:
+              - Hungarian Webcorpus 2.0 (2017--2019)
+              dataset_lineage: []
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: web/test.parquet
+            document_count: 1044
+            sequence_count: 1044
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - web
+              data_sources:
+              - Hungarian Webcorpus 2.0 (2017--2019)
+              dataset_lineage: []
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+      wikipedia:
+        language: hun
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: wikipedia/train.parquet
+            document_count: 11623
+            sequence_count: 11623
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Hungarian Wikipedia
+              dataset_lineage:
+              - hunNER
+              - New data
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: wikipedia/validation.parquet
+            document_count: 1510
+            sequence_count: 1510
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Hungarian Wikipedia
+              dataset_lineage:
+              - hunNER
+              - New data
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: wikipedia/test.parquet
+            document_count: 1412
+            sequence_count: 1412
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 11
+                features:
+                - annotators-each:2
+                agreement:
+                - value:
+                    LOC: 0.9086
+                    MISC: 0.7169
+                    ORG: 0.8524
+                    PER: 0.9316
+                  metric: annotator-pairs-f-measure
+                - value:
+                    LOC: 0.942
+                    MISC: 0.8047
+                    ORG: 0.9066
+                    PER: 0.9576
+                  metric: with-curated-f-measure
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Hungarian Wikipedia
+              dataset_lineage:
+              - hunNER
+              - New data
+              label_set_standard: CoNLL 2002
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+    languages:
+    - hun
+    main_splits: null
+  Naamapadam:
+    name: Naamapadam
+    subsets:
+      as:
+        language: asm
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: language-as/train.parquet
+            document_count: 10266
+            sequence_count: 10266
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-as/validation.parquet
+            document_count: 52
+            sequence_count: 52
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-as/test.parquet
+            document_count: 51
+            sequence_count: 51
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      bn:
+        language: ben
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: language-bn/train.parquet
+            document_count: 961679
+            sequence_count: 961679
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-bn/validation.parquet
+            document_count: 4859
+            sequence_count: 4859
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-bn/test.parquet
+            document_count: 607
+            sequence_count: 607
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features: []
+                agreement:
+                  value:
+                    all tokens: 0.8506
+                    annotated tokens: 0.7033
+                  metric: cohens-kappa
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      gu:
+        language: guj
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: language-gu/train.parquet
+            document_count: 472845
+            sequence_count: 472845
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-gu/validation.parquet
+            document_count: 2389
+            sequence_count: 2389
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-gu/test.parquet
+            document_count: 1075
+            sequence_count: 1075
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features: []
+                agreement:
+                  value:
+                    all tokens: 0.7965
+                    annotated tokens: 0.6169
+                  metric: cohens_kappa
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      hi:
+        language: hin
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: language-hi/train.parquet
+            document_count: 985787
+            sequence_count: 985787
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-hi/validation.parquet
+            document_count: 13460
+            sequence_count: 13460
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-hi/test.parquet
+            document_count: 864
+            sequence_count: 864
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features: []
+                agreement:
+                  value:
+                    all tokens: 0.9536
+                    annotated tokens: 0.8996
+                  metric: cohens_kappa
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      kn:
+        language: kan
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: language-kn/train.parquet
+            document_count: 471763
+            sequence_count: 471763
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-kn/validation.parquet
+            document_count: 2381
+            sequence_count: 2381
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-kn/test.parquet
+            document_count: 1003
+            sequence_count: 1003
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features: []
+                agreement:
+                  value:
+                    all tokens: 0.9217
+                    annotated tokens: 0.8452
+                  metric: cohens_kappa
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      ml:
+        language: mal
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: language-ml/train.parquet
+            document_count: 716652
+            sequence_count: 716652
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-ml/validation.parquet
+            document_count: 3618
+            sequence_count: 3618
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-ml/test.parquet
+            document_count: 965
+            sequence_count: 965
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features: []
+                agreement:
+                  value:
+                    all tokens: 0.9006
+                    annotated tokens: 0.8156
+                  metric: cohens_kappa
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      mr:
+        language: mar
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: language-mr/train.parquet
+            document_count: 455248
+            sequence_count: 455248
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-mr/validation.parquet
+            document_count: 2300
+            sequence_count: 2300
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-mr/test.parquet
+            document_count: 1060
+            sequence_count: 1060
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features: []
+                agreement:
+                  value:
+                    all tokens: 0.9037
+                    annotated tokens: 0.8047
+                  metric: cohens_kappa
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      or:
+        language: ori
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: language-or/train.parquet
+            document_count: 196793
+            sequence_count: 196793
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-or/validation.parquet
+            document_count: 993
+            sequence_count: 993
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-or/test.parquet
+            document_count: 994
+            sequence_count: 994
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      pa:
+        language: pan
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: language-pa/train.parquet
+            document_count: 463534
+            sequence_count: 463534
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-pa/validation.parquet
+            document_count: 2340
+            sequence_count: 2340
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-pa/test.parquet
+            document_count: 993
+            sequence_count: 993
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features: []
+                agreement:
+                  value:
+                    all tokens: 0.6948
+                    annotated tokens: 0.4605
+                  metric: cohens_kappa
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      ta:
+        language: tam
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: language-ta/train.parquet
+            document_count: 497882
+            sequence_count: 497882
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-ta/validation.parquet
+            document_count: 2795
+            sequence_count: 2795
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-ta/test.parquet
+            document_count: 758
+            sequence_count: 758
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features: []
+                agreement:
+                  value:
+                    all tokens: 0.7176
+                    annotated tokens: 0.5209
+                  metric: cohens_kappa
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      te:
+        language: tel
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: language-te/train.parquet
+            document_count: 507741
+            sequence_count: 507741
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-te/validation.parquet
+            document_count: 2700
+            sequence_count: 2700
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: language-te/test.parquet
+            document_count: 847
+            sequence_count: 847
+            creation_metadata:
+              license: CC 0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features: []
+                agreement:
+                  value:
+                    all tokens: 0.8888
+                    annotated tokens: 0.785
+                  metric: cohens_kappa
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              - general
+              data_sources:
+              - source: Samanantar parallel corpus
+                url: https://huggingface.co/datasets/ai4bharat/samanantar
+              dataset_lineage: []
+              label_set_standard: CoNLL 2003
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+    languages:
+    - tel
+    - mal
+    - asm
+    - tam
+    - mar
+    - guj
+    - pan
+    - ben
+    - hin
+    - kan
+    - ori
+    main_splits: null
+  RaTE-NER:
+    name: RaTE-NER
+    subsets:
+      MIMIC_IV:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - ABNORMALITY
+          - ANATOMY
+          - DISEASE
+          - NON-ABNORMALITY
+          - NON-DISEASE
+        splits:
+          train:
+            path: MIMIC_IV/train.parquet
+            document_count: 10588
+            sequence_count: 10588
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - domain-experts
+                agreement: null
+              primary_domain: clinical
+              other_domains: []
+              finegrained_domains:
+              - radiology reports
+              data_sources:
+              - MIMIC-IV
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: MIMIC_IV/validation.parquet
+            document_count: 1323
+            sequence_count: 1323
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - domain-experts
+                agreement: null
+              primary_domain: clinical
+              other_domains: []
+              finegrained_domains:
+              - radiology reports
+              data_sources:
+              - MIMIC-IV
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: MIMIC_IV/test.parquet
+            document_count: 1324
+            sequence_count: 1324
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - domain-experts
+                agreement: null
+              primary_domain: clinical
+              other_domains: []
+              finegrained_domains:
+              - radiology reports
+              data_sources:
+              - MIMIC-IV
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-ABNORMALITY
+          - B-ANATOMY
+          - B-DISEASE
+          - B-NON-ABNORMALITY
+          - B-NON-DISEASE
+          - I-ABNORMALITY
+          - I-ANATOMY
+          - I-DISEASE
+          - I-NON-ABNORMALITY
+          - I-NON-DISEASE
+          - O
+      Radiopaedia:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - ABNORMALITY
+          - ANATOMY
+          - DISEASE
+          - NON-ABNORMALITY
+          - NON-DISEASE
+        splits:
+          train:
+            path: Radiopaedia/train.parquet
+            document_count: 30005
+            sequence_count: 30005
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: clinical
+              other_domains: []
+              finegrained_domains:
+              - radiology reports
+              data_sources:
+              - Radiopaedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: Radiopaedia/validation.parquet
+            document_count: 3600
+            sequence_count: 3600
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: 0
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: clinical
+              other_domains: []
+              finegrained_domains:
+              - radiology reports
+              data_sources:
+              - Radiopaedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: Radiopaedia/test.parquet
+            document_count: 3529
+            sequence_count: 3529
+            creation_metadata:
+              license: CC BY-NC 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - domain-experts
+                agreement: null
+              primary_domain: clinical
+              other_domains: []
+              finegrained_domains:
+              - radiology reports
+              data_sources:
+              - Radiopaedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-ABNORMALITY
+          - B-ANATOMY
+          - B-DISEASE
+          - B-NON-ABNORMALITY
+          - B-NON-DISEASE
+          - I-ABNORMALITY
+          - I-ANATOMY
+          - I-DISEASE
+          - I-NON-ABNORMALITY
+          - I-NON-DISEASE
+          - O
+    languages:
+    - eng
+    main_splits: null
+  SOFC-Exp:
+    name: SOFC-Exp
+    subsets:
+      experiments_only:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - entities
+        - slots
+        labels:
+          entities:
+          - DEVICE
+          - EXPERIMENT
+          - MATERIAL
+          - VALUE
+          slots:
+          - anode_material
+          - cathode_material
+          - conductivity
+          - current_density
+          - degradation_rate
+          - device
+          - electrolyte_material
+          - experiment_evoking_word
+          - fuel_used
+          - interlayer_material
+          - open_circuit_voltage
+          - power_density
+          - resistance
+          - support_material
+          - thickness
+          - time_of_operation
+          - voltage
+          - working_temperature
+        splits:
+          train:
+            path: experiments_only/train.parquet
+            document_count: 26
+            sequence_count: 568
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - lead-annotator:1
+                agreement:
+                - value:
+                    EXPERIMENT: 0.943
+                    MATERIAL: 0.959
+                    VALUE: 0.955
+                    DEVICE: 0.975
+                  metric: inter-annotator-F1
+                - value:
+                    EXPERIMENT: 1.0
+                    MATERIAL: 1.0
+                    VALUE: 1.0
+                    DEVICE: 0.963
+                  metric: inter-annotator-precision
+                - value:
+                    EXPERIMENT: 0.893
+                    MATERIAL: 0.921
+                    VALUE: 0.915
+                    DEVICE: 0.987
+                  metric: inter-annotator-recall
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - SOFC
+              data_sources:
+              - Open-access research papers (45, on solid oxide fuel cells (SOFCs))
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: partial
+              sentence_boundaries: full
+          validation:
+            path: experiments_only/validation.parquet
+            document_count: 8
+            sequence_count: 135
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - lead-annotator:1
+                agreement:
+                - value:
+                    EXPERIMENT: 0.943
+                    MATERIAL: 0.959
+                    VALUE: 0.955
+                    DEVICE: 0.975
+                  metric: inter-annotator-F1
+                - value:
+                    EXPERIMENT: 1.0
+                    MATERIAL: 1.0
+                    VALUE: 1.0
+                    DEVICE: 0.963
+                  metric: inter-annotator-precision
+                - value:
+                    EXPERIMENT: 0.893
+                    MATERIAL: 0.921
+                    VALUE: 0.915
+                    DEVICE: 0.987
+                  metric: inter-annotator-recall
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - SOFC
+              data_sources:
+              - Open-access research papers (45, on solid oxide fuel cells (SOFCs))
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: partial
+              sentence_boundaries: full
+          test:
+            path: experiments_only/test.parquet
+            document_count: 11
+            sequence_count: 173
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - lead-annotator:1
+                agreement:
+                - value:
+                    EXPERIMENT: 0.943
+                    MATERIAL: 0.959
+                    VALUE: 0.955
+                    DEVICE: 0.975
+                  metric: inter-annotator-F1
+                - value:
+                    EXPERIMENT: 1.0
+                    MATERIAL: 1.0
+                    VALUE: 1.0
+                    DEVICE: 0.963
+                  metric: inter-annotator-precision
+                - value:
+                    EXPERIMENT: 0.893
+                    MATERIAL: 0.921
+                    VALUE: 0.915
+                    DEVICE: 0.987
+                  metric: inter-annotator-recall
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - SOFC
+              data_sources:
+              - Open-access research papers (45, on solid oxide fuel cells (SOFCs))
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: partial
+              sentence_boundaries: full
+        bio_labels:
+          entities:
+          - B-DEVICE
+          - B-EXPERIMENT
+          - B-MATERIAL
+          - B-VALUE
+          - I-DEVICE
+          - I-EXPERIMENT
+          - I-MATERIAL
+          - I-VALUE
+          - O
+          slots:
+          - B-anode_material
+          - B-cathode_material
+          - B-conductivity
+          - B-current_density
+          - B-degradation_rate
+          - B-device
+          - B-electrolyte_material
+          - B-experiment_evoking_word
+          - B-fuel_used
+          - B-interlayer_material
+          - B-open_circuit_voltage
+          - B-power_density
+          - B-resistance
+          - B-support_material
+          - B-thickness
+          - B-time_of_operation
+          - B-voltage
+          - B-working_temperature
+          - I-anode_material
+          - I-cathode_material
+          - I-conductivity
+          - I-current_density
+          - I-degradation_rate
+          - I-device
+          - I-electrolyte_material
+          - I-experiment_evoking_word
+          - I-fuel_used
+          - I-interlayer_material
+          - I-open_circuit_voltage
+          - I-power_density
+          - I-resistance
+          - I-support_material
+          - I-thickness
+          - I-time_of_operation
+          - I-voltage
+          - I-working_temperature
+          - O
+      full:
+        language: eng
+        pre_tokenized: false
+        tagsets:
+        - entities
+        - slots
+        labels:
+          entities:
+          - DEVICE
+          - EXPERIMENT
+          - MATERIAL
+          - VALUE
+          slots:
+          - anode_material
+          - cathode_material
+          - conductivity
+          - current_density
+          - degradation_rate
+          - device
+          - electrolyte_material
+          - experiment_evoking_word
+          - fuel_used
+          - interlayer_material
+          - open_circuit_voltage
+          - power_density
+          - resistance
+          - support_material
+          - thickness
+          - time_of_operation
+          - voltage
+          - working_temperature
+        splits:
+          train:
+            path: full/train.parquet
+            document_count: 26
+            sequence_count: 6026
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - lead-annotator:1
+                agreement:
+                - value:
+                    EXPERIMENT: 0.943
+                    MATERIAL: 0.959
+                    VALUE: 0.955
+                    DEVICE: 0.975
+                  metric: inter-annotator-F1
+                - value:
+                    EXPERIMENT: 1.0
+                    MATERIAL: 1.0
+                    VALUE: 1.0
+                    DEVICE: 0.963
+                  metric: inter-annotator-precision
+                - value:
+                    EXPERIMENT: 0.893
+                    MATERIAL: 0.921
+                    VALUE: 0.915
+                    DEVICE: 0.987
+                  metric: inter-annotator-recall
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - SOFC
+              data_sources:
+              - Open-access research papers (45, on solid oxide fuel cells (SOFCs))
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: full/validation.parquet
+            document_count: 8
+            sequence_count: 1604
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - lead-annotator:1
+                agreement:
+                - value:
+                    EXPERIMENT: 0.943
+                    MATERIAL: 0.959
+                    VALUE: 0.955
+                    DEVICE: 0.975
+                  metric: inter-annotator-F1
+                - value:
+                    EXPERIMENT: 1.0
+                    MATERIAL: 1.0
+                    VALUE: 1.0
+                    DEVICE: 0.963
+                  metric: inter-annotator-precision
+                - value:
+                    EXPERIMENT: 0.893
+                    MATERIAL: 0.921
+                    VALUE: 0.915
+                    DEVICE: 0.987
+                  metric: inter-annotator-recall
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - SOFC
+              data_sources:
+              - Open-access research papers (45, on solid oxide fuel cells (SOFCs))
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: full/test.parquet
+            document_count: 11
+            sequence_count: 1836
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - lead-annotator:1
+                agreement:
+                - value:
+                    EXPERIMENT: 0.943
+                    MATERIAL: 0.959
+                    VALUE: 0.955
+                    DEVICE: 0.975
+                  metric: inter-annotator-F1
+                - value:
+                    EXPERIMENT: 1.0
+                    MATERIAL: 1.0
+                    VALUE: 1.0
+                    DEVICE: 0.963
+                  metric: inter-annotator-precision
+                - value:
+                    EXPERIMENT: 0.893
+                    MATERIAL: 0.921
+                    VALUE: 0.915
+                    DEVICE: 0.987
+                  metric: inter-annotator-recall
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - SOFC
+              data_sources:
+              - Open-access research papers (45, on solid oxide fuel cells (SOFCs))
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels: null
+    languages:
+    - eng
+    main_splits: null
+  SciER:
+    name: SciER
+    subsets:
+      in_domain:
+        language: eng
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - Dataset
+          - Method
+          - Task
+        splits:
+          train:
+            path: in_domain/train.parquet
+            document_count: 80
+            sequence_count: 5575
+            creation_metadata:
+              license: GPL 3.0
+              annotation:
+                type: gold-standard
+                annotator_count: 5
+                features:
+                - annotators-each:3+
+                - domain-experts
+                - lead-annotator:1
+                agreement:
+                  value: 0.741
+                  metric: fleiss-kappa
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - AI
+              data_sources:
+              - S2ORC (documents from the SciDMT-E validation set)
+              - AI conference papers (6 papers, 2023--2024)
+              dataset_lineage:
+              - SciDMT-E
+              label_set_standard: SciDMT
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: in_domain/validation.parquet
+            document_count: 10
+            sequence_count: 713
+            creation_metadata:
+              license: GPL 3.0
+              annotation:
+                type: gold-standard
+                annotator_count: 5
+                features:
+                - annotators-each:3+
+                - domain-experts
+                - lead-annotator:1
+                agreement:
+                  value: 0.741
+                  metric: fleiss-kappa
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - AI
+              data_sources:
+              - S2ORC (documents from the SciDMT-E validation set)
+              - AI conference papers (6 papers, 2023--2024)
+              dataset_lineage:
+              - SciDMT-E
+              label_set_standard: SciDMT
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: in_domain/test.parquet
+            document_count: 10
+            sequence_count: 854
+            creation_metadata:
+              license: GPL 3.0
+              annotation:
+                type: gold-standard
+                annotator_count: 5
+                features:
+                - annotators-each:3+
+                - domain-experts
+                - lead-annotator:1
+                agreement:
+                  value: 0.741
+                  metric: fleiss-kappa
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - AI
+              data_sources:
+              - S2ORC (documents from the SciDMT-E validation set)
+              - AI conference papers (6 papers, 2023--2024)
+              dataset_lineage:
+              - SciDMT-E
+              label_set_standard: SciDMT
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels: null
+      out_of_domain:
+        language: eng
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - Dataset
+          - Method
+          - Task
+        splits:
+          test:
+            path: out_of_domain/test.parquet
+            document_count: 6
+            sequence_count: 580
+            creation_metadata:
+              license: GPL 3.0
+              annotation:
+                type: gold-standard
+                annotator_count: 5
+                features:
+                - annotators-each:3+
+                - domain-experts
+                - lead-annotator:1
+                agreement:
+                  value: 0.741
+                  metric: fleiss-kappa
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - AI
+              data_sources:
+              - S2ORC (documents from the SciDMT-E validation set)
+              - AI conference papers (6 papers, 2023--2024)
+              dataset_lineage:
+              - SciDMT-E
+              label_set_standard: SciDMT
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels: null
+    languages:
+    - eng
+    main_splits: null
+  SciREX:
+    name: SciREX
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: false
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - Material
+        - Method
+        - Metric
+        - Task
+      splits:
+        train:
+          path: train.parquet
+          document_count: 306
+          sequence_count: 83112
+          creation_metadata:
+            license: Apache 2.0
+            annotation:
+              type: gold-standard
+              annotator_count: 5
+              features:
+              - domain-experts
+              - lead-annotator:1
+              agreement:
+                value: 0.95
+                metric: cohens-kappa
+            primary_domain: science
+            other_domains: []
+            finegrained_domains:
+            - AI
+            data_sources:
+            - source: Papers with Code
+              url: https://github.com/paperswithcode/paperswithcode-data
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 66
+          sequence_count: 17860
+          creation_metadata:
+            license: Apache 2.0
+            annotation:
+              type: gold-standard
+              annotator_count: 5
+              features:
+              - domain-experts
+              - lead-annotator:1
+              agreement:
+                value: 0.95
+                metric: cohens-kappa
+            primary_domain: science
+            other_domains: []
+            finegrained_domains:
+            - AI
+            data_sources:
+            - source: Papers with Code
+              url: https://github.com/paperswithcode/paperswithcode-data
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 66
+          sequence_count: 19421
+          creation_metadata:
+            license: Apache 2.0
+            annotation:
+              type: gold-standard
+              annotator_count: 5
+              features:
+              - domain-experts
+              - lead-annotator:1
+              agreement:
+                value: 0.95
+                metric: cohens-kappa
+            primary_domain: science
+            other_domains: []
+            finegrained_domains:
+            - AI
+            data_sources:
+            - source: Papers with Code
+              url: https://github.com/paperswithcode/paperswithcode-data
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: full
+      bio_labels: null
+  SoMeSci:
+    name: SoMeSci
+    subsets:
+      plos_methods:
+        language: eng
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - Abbreviation
+          - AlternativeName
+          - Application_Creation
+          - Application_Deposition
+          - Application_Mention
+          - Application_Usage
+          - Citation
+          - Developer
+          - Extension
+          - OperatingSystem_Mention
+          - OperatingSystem_Usage
+          - PlugIn_Creation
+          - PlugIn_Mention
+          - PlugIn_Usage
+          - ProgrammingEnvironment_Mention
+          - ProgrammingEnvironment_Usage
+          - Release
+          - SoftwareCoreference_Deposition
+          - URL
+          - Version
+        splits:
+          train:
+            path: plos_methods/train.parquet
+            document_count: 288
+            sequence_count: 19438
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - author-annotated
+                - annotators-each:2
+                agreement:
+                - value:
+                    Software: 0.82
+                    Mention: 0.79
+                  metric: cohens-kappa
+                - value:
+                    Application: 0.94
+                    Usage: 0.95
+                    Plugin: 0.72
+                    Allusion: 0.84
+                    OS: 1.0
+                    Creation: 1.0
+                    PE: 1.0
+                  metric: f-score
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - STEM
+              - general
+              data_sources:
+              - PubMed Central Open Access (PLoS journal articles)
+              dataset_lineage:
+              - SoSciSoCi
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: none
+          validation:
+            path: plos_methods/validation.parquet
+            document_count: 96
+            sequence_count: 6310
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - author-annotated
+                - annotators-each:2
+                agreement:
+                - value:
+                    Software: 0.82
+                    Mention: 0.79
+                  metric: cohens-kappa
+                - value:
+                    Application: 0.94
+                    Usage: 0.95
+                    Plugin: 0.72
+                    Allusion: 0.84
+                    OS: 1.0
+                    Creation: 1.0
+                    PE: 1.0
+                  metric: f-score
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - STEM
+              - general
+              data_sources:
+              - PubMed Central Open Access (PLoS journal articles)
+              dataset_lineage:
+              - SoSciSoCi
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: none
+          test:
+            path: plos_methods/test.parquet
+            document_count: 96
+            sequence_count: 5950
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - author-annotated
+                - annotators-each:2
+                agreement:
+                - value:
+                    Software: 0.82
+                    Mention: 0.79
+                  metric: cohens-kappa
+                - value:
+                    Application: 0.94
+                    Usage: 0.95
+                    Plugin: 0.72
+                    Allusion: 0.84
+                    OS: 1.0
+                    Creation: 1.0
+                    PE: 1.0
+                  metric: f-score
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - STEM
+              - general
+              data_sources:
+              - PubMed Central Open Access (PLoS journal articles)
+              dataset_lineage:
+              - SoSciSoCi
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: none
+        bio_labels: null
+      plos_sentences:
+        language: eng
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - Abbreviation
+          - AlternativeName
+          - Application_Mention
+          - Application_Usage
+          - Citation
+          - Developer
+          - Extension
+          - OperatingSystem_Usage
+          - PlugIn_Deposition
+          - PlugIn_Usage
+          - ProgrammingEnvironment_Mention
+          - ProgrammingEnvironment_Usage
+          - Release
+          - URL
+          - Version
+        splits:
+          train:
+            path: plos_sentences/train.parquet
+            document_count: 677
+            sequence_count: 730
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - author-annotated
+                - annotators-each:2
+                agreement:
+                - value:
+                    Software: 0.82
+                    Mention: 0.79
+                  metric: cohens-kappa
+                - value:
+                    Application: 0.94
+                    Usage: 0.95
+                    Plugin: 0.72
+                    Allusion: 0.84
+                    OS: 1.0
+                    Creation: 1.0
+                    PE: 1.0
+                  metric: f-score
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - STEM
+              - general
+              data_sources:
+              - PubMed Central Open Access (PLoS journal articles)
+              dataset_lineage:
+              - SoSciSoCi
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: none
+        bio_labels: null
+      pubmed_fulltext:
+        language: eng
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - Abbreviation
+          - AlternativeName
+          - Application_Creation
+          - Application_Mention
+          - Application_Usage
+          - Citation
+          - Developer
+          - Extension
+          - OperatingSystem_Mention
+          - OperatingSystem_Usage
+          - PlugIn_Mention
+          - PlugIn_Usage
+          - ProgrammingEnvironment_Mention
+          - ProgrammingEnvironment_Usage
+          - Release
+          - SoftwareCoreference_Deposition
+          - URL
+          - Version
+        splits:
+          train:
+            path: pubmed_fulltext/train.parquet
+            document_count: 57
+            sequence_count: 10676
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - author-annotated
+                - annotators-each:2
+                agreement:
+                - value:
+                    Software: 0.82
+                    Mention: 0.79
+                  metric: cohens-kappa
+                - value:
+                    Application: 0.94
+                    Usage: 0.95
+                    Plugin: 0.72
+                    Allusion: 0.84
+                    OS: 1.0
+                    Creation: 1.0
+                    PE: 1.0
+                  metric: f-score
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - STEM
+              - general
+              data_sources:
+              - PubMed Central Open Access
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: none
+          validation:
+            path: pubmed_fulltext/validation.parquet
+            document_count: 20
+            sequence_count: 3875
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - author-annotated
+                - annotators-each:2
+                agreement:
+                - value:
+                    Software: 0.82
+                    Mention: 0.79
+                  metric: cohens-kappa
+                - value:
+                    Application: 0.94
+                    Usage: 0.95
+                    Plugin: 0.72
+                    Allusion: 0.84
+                    OS: 1.0
+                    Creation: 1.0
+                    PE: 1.0
+                  metric: f-score
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - STEM
+              - general
+              data_sources:
+              - PubMed Central Open Access
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: none
+          test:
+            path: pubmed_fulltext/test.parquet
+            document_count: 20
+            sequence_count: 2535
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - author-annotated
+                - annotators-each:2
+                agreement:
+                - value:
+                    Software: 0.82
+                    Mention: 0.79
+                  metric: cohens-kappa
+                - value:
+                    Application: 0.94
+                    Usage: 0.95
+                    Plugin: 0.72
+                    Allusion: 0.84
+                    OS: 1.0
+                    Creation: 1.0
+                    PE: 1.0
+                  metric: f-score
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - STEM
+              - general
+              data_sources:
+              - PubMed Central Open Access
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: none
+        bio_labels: null
+      creation_sentences:
+        language: eng
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - Abbreviation
+          - AlternativeName
+          - Application_Creation
+          - Application_Deposition
+          - Application_Mention
+          - Application_Usage
+          - Citation
+          - Developer
+          - Extension
+          - License
+          - OperatingSystem_Mention
+          - OperatingSystem_Usage
+          - PlugIn_Creation
+          - PlugIn_Deposition
+          - PlugIn_Mention
+          - PlugIn_Usage
+          - ProgrammingEnvironment_Mention
+          - ProgrammingEnvironment_Usage
+          - Release
+          - SoftwareCoreference_Deposition
+          - URL
+          - Version
+        splits:
+          train:
+            path: creation_sentences/train.parquet
+            document_count: 66
+            sequence_count: 373
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - author-annotated
+                - annotators-each:2
+                agreement:
+                - value:
+                    Software: 0.82
+                    Mention: 0.79
+                  metric: cohens-kappa
+                - value:
+                    Application: 0.94
+                    Usage: 0.95
+                    Plugin: 0.72
+                    Allusion: 0.84
+                    OS: 1.0
+                    Creation: 1.0
+                    PE: 1.0
+                  metric: f-score
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - software
+              data_sources:
+              - PubMed Central Open Access (Software creation statements)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: none
+          validation:
+            path: creation_sentences/validation.parquet
+            document_count: 22
+            sequence_count: 108
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - author-annotated
+                - annotators-each:2
+                agreement:
+                - value:
+                    Software: 0.82
+                    Mention: 0.79
+                  metric: cohens-kappa
+                - value:
+                    Application: 0.94
+                    Usage: 0.95
+                    Plugin: 0.72
+                    Allusion: 0.84
+                    OS: 1.0
+                    Creation: 1.0
+                    PE: 1.0
+                  metric: f-score
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - software
+              data_sources:
+              - PubMed Central Open Access (Software creation statements)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: none
+          test:
+            path: creation_sentences/test.parquet
+            document_count: 22
+            sequence_count: 136
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - author-annotated
+                - annotators-each:2
+                agreement:
+                - value:
+                    Software: 0.82
+                    Mention: 0.79
+                  metric: cohens-kappa
+                - value:
+                    Application: 0.94
+                    Usage: 0.95
+                    Plugin: 0.72
+                    Allusion: 0.84
+                    OS: 1.0
+                    Creation: 1.0
+                    PE: 1.0
+                  metric: f-score
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - software
+              data_sources:
+              - PubMed Central Open Access (Software creation statements)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: none
+        bio_labels: null
+      formal_citations:
+        language: eng
+        pre_tokenized: false
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - Archive
+          - Creator
+          - Date_of_access
+          - Description
+          - ID
+          - Manual
+          - Name
+          - PubDate_exact
+          - PubDate_nd
+          - PubDate_year
+          - Type_of_citation
+          - URL
+          - Version
+          - duplicate
+          - incomplete_content
+          - unstructured
+          - wrong_content
+          - wrong_place
+        splits:
+          test:
+            path: formal_citations/test.parquet
+            document_count: 205
+            sequence_count: 1214
+            creation_metadata:
+              license: CC BY 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: 2
+                features:
+                - domain-experts
+                - author-annotated
+                - annotators-each:2
+                agreement:
+                  value: 0.76
+                  metric: cohens-kappa
+              primary_domain: science
+              other_domains: []
+              finegrained_domains:
+              - STEM
+              - general
+              data_sources:
+              - PubMed Central Open Access
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: none
+        bio_labels: null
+    languages:
+    - eng
+    main_splits: null
+  StackOverflowNER:
+    name: StackOverflowNER
+    subsets:
+      stackoverflow:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - Algorithm
+          - Application
+          - Class_Name
+          - Code_Block
+          - Data_Structure
+          - Data_Type
+          - Device
+          - Error_Name
+          - File_Name
+          - File_Type
+          - Function_Name
+          - HTML_XML_Tag
+          - Keyboard_IP
+          - Language
+          - Library
+          - Library_Class
+          - Library_Function
+          - Library_Variable
+          - Licence
+          - Operating_System
+          - Organization
+          - Output_Block
+          - User_Interface_Element
+          - User_Name
+          - Value
+          - Variable_Name
+          - Version
+          - Website
+        splits:
+          train:
+            path: stackoverflow/train.parquet
+            document_count: 1626
+            sequence_count: 9263
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: 5
+                features:
+                - domain-experts
+                agreement:
+                  value: 0.62
+                  metric: cohens-kappa
+              primary_domain: software
+              other_domains: []
+              finegrained_domains:
+              - QA
+              data_sources:
+              - StackOverflow 10-year archive (September 2008--March 2018)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: stackoverflow/validation.parquet
+            document_count: 534
+            sequence_count: 2936
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: 5
+                features:
+                - domain-experts
+                agreement:
+                  value: 0.62
+                  metric: cohens-kappa
+              primary_domain: software
+              other_domains: []
+              finegrained_domains:
+              - QA
+              data_sources:
+              - StackOverflow 10-year archive (September 2008--March 2018)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: stackoverflow/test.parquet
+            document_count: 561
+            sequence_count: 3108
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: 5
+                features:
+                - domain-experts
+                agreement:
+                  value: 0.62
+                  metric: cohens-kappa
+              primary_domain: software
+              other_domains: []
+              finegrained_domains:
+              - QA
+              data_sources:
+              - StackOverflow 10-year archive (September 2008--March 2018)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-Algorithm
+          - B-Application
+          - B-Class_Name
+          - B-Code_Block
+          - B-Data_Structure
+          - B-Data_Type
+          - B-Device
+          - B-Error_Name
+          - B-File_Name
+          - B-File_Type
+          - B-Function_Name
+          - B-HTML_XML_Tag
+          - B-Keyboard_IP
+          - B-Language
+          - B-Library
+          - B-Library_Class
+          - B-Library_Function
+          - B-Library_Variable
+          - B-Licence
+          - B-Operating_System
+          - B-Organization
+          - B-Output_Block
+          - B-User_Interface_Element
+          - B-User_Name
+          - B-Value
+          - B-Variable_Name
+          - B-Version
+          - B-Website
+          - I-Algorithm
+          - I-Application
+          - I-Class_Name
+          - I-Code_Block
+          - I-Data_Structure
+          - I-Data_Type
+          - I-Device
+          - I-Error_Name
+          - I-File_Name
+          - I-File_Type
+          - I-Function_Name
+          - I-HTML_XML_Tag
+          - I-Keyboard_IP
+          - I-Language
+          - I-Library
+          - I-Library_Class
+          - I-Library_Function
+          - I-Library_Variable
+          - I-Licence
+          - I-Operating_System
+          - I-Organization
+          - I-Output_Block
+          - I-User_Interface_Element
+          - I-User_Name
+          - I-Value
+          - I-Variable_Name
+          - I-Version
+          - I-Website
+          - O
+      github:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - Algorithm
+          - Application
+          - Class_Name
+          - Code_Block
+          - Data_Set_Name
+          - Data_Structure
+          - Data_Type
+          - Device
+          - Error_Name
+          - File_Name
+          - File_Type
+          - Function_Name
+          - HTML_XML_Tag
+          - Keyboard_IP
+          - Language
+          - Library
+          - Library_Class
+          - Library_Function
+          - Library_Variable
+          - Licence
+          - Operating_System
+          - Organization
+          - Output_Block
+          - User_Interface_Element
+          - User_Name
+          - Variable_Name
+          - Version
+          - Website
+        splits:
+          test:
+            path: github/test.parquet
+            document_count: 877
+            sequence_count: 6398
+            creation_metadata:
+              license: MIT
+              annotation:
+                type: gold-standard
+                annotator_count: 5
+                features:
+                - domain-experts
+                agreement:
+                  value: 0.68
+                  metric: cohens-kappa
+              primary_domain: software
+              other_domains: []
+              finegrained_domains:
+              - issue reports
+              - documentation
+              data_sources:
+              - GitHub dump (Issue reports, READMEs)
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-Algorithm
+          - B-Application
+          - B-Class_Name
+          - B-Code_Block
+          - B-Data_Set_Name
+          - B-Data_Structure
+          - B-Data_Type
+          - B-Device
+          - B-Error_Name
+          - B-File_Name
+          - B-File_Type
+          - B-Function_Name
+          - B-HTML_XML_Tag
+          - B-Keyboard_IP
+          - B-Language
+          - B-Library
+          - B-Library_Class
+          - B-Library_Function
+          - B-Library_Variable
+          - B-Licence
+          - B-Operating_System
+          - B-Organization
+          - B-Output_Block
+          - B-User_Interface_Element
+          - B-User_Name
+          - B-Variable_Name
+          - B-Version
+          - B-Website
+          - I-Algorithm
+          - I-Application
+          - I-Class_Name
+          - I-Code_Block
+          - I-Data_Structure
+          - I-Data_Type
+          - I-Device
+          - I-Error_Name
+          - I-File_Name
+          - I-File_Type
+          - I-Function_Name
+          - I-HTML_XML_Tag
+          - I-Language
+          - I-Library
+          - I-Library_Class
+          - I-Library_Function
+          - I-Library_Variable
+          - I-Licence
+          - I-Operating_System
+          - I-Organization
+          - I-Output_Block
+          - I-User_Interface_Element
+          - I-User_Name
+          - I-Variable_Name
+          - I-Version
+          - I-Website
+          - O
+    languages:
+    - eng
+    main_splits: null
+  TASTEset:
+    name: TASTEset
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: false
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - COLOR
+        - FOOD
+        - PART
+        - PHYSICAL_QUALITY
+        - PROCESS
+        - PURPOSE
+        - QUANTITY
+        - TASTE
+        - UNIT
+      splits:
+        test:
+          path: test.parquet
+          document_count: 700
+          sequence_count: 3223
+          creation_metadata:
+            license: MIT
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features: []
+              agreement: null
+            primary_domain: food
+            other_domains: []
+            finegrained_domains:
+            - recipes
+            data_sources:
+            - source: Allrecipes
+              url: https://www.allrecipes.com/
+            - source: Food.com
+              url: http://food.com/
+            - source: Tasty
+              url: https://tasty.co/
+            - source: Yummly
+              url: https://www.yummly.com/
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: none
+      bio_labels: null
+  Thai-NER:
+    name: Thai-NER
+    subsets: {}
+    languages:
+    - tha
+    main_splits:
+      language: tha
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - AGO
+        - DATE
+        - EMAIL
+        - FACILITY
+        - LAW
+        - LEN
+        - LOCATION
+        - MONEY
+        - ORGANIZATION
+        - PERCENT
+        - PERSON
+        - PHONE
+        - TEMPERATURE
+        - TIME
+        - URL
+        - ZIP
+      splits:
+        train:
+          path: train.parquet
+          document_count: 4379
+          sequence_count: 4379
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - crowd-sourced
+              - partially-unknown
+              agreement: null
+            primary_domain: general
+            other_domains:
+            - news
+            - social media
+            - general
+            finegrained_domains: []
+            data_sources:
+            - BEST 2009 corpus
+            - Twitter
+            - source: KKU news
+              url: kku.ac.th
+            - source: Blognone
+              url: https://www.blognone.com/
+            - source: Royal Thai Government
+              url: https://www.thaigov.go.th
+            - Other unknown sources
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 1475
+          sequence_count: 1475
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - crowd-sourced
+              - partially-unknown
+              agreement: null
+            primary_domain: general
+            other_domains:
+            - news
+            - social media
+            - general
+            finegrained_domains: []
+            data_sources:
+            - BEST 2009 corpus
+            - Twitter
+            - source: KKU news
+              url: kku.ac.th
+            - source: Blognone
+              url: https://www.blognone.com/
+            - source: Royal Thai Government
+              url: https://www.thaigov.go.th
+            - Other unknown sources
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 1472
+          sequence_count: 1472
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - crowd-sourced
+              - partially-unknown
+              agreement: null
+            primary_domain: general
+            other_domains:
+            - news
+            - social media
+            - general
+            finegrained_domains: []
+            data_sources:
+            - BEST 2009 corpus
+            - Twitter
+            - source: KKU news
+              url: kku.ac.th
+            - source: Blognone
+              url: https://www.blognone.com/
+            - source: Royal Thai Government
+              url: https://www.thaigov.go.th
+            - Other unknown sources
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-AGO
+        - B-DATE
+        - B-EMAIL
+        - B-FACILITY
+        - B-LAW
+        - B-LEN
+        - B-LOCATION
+        - B-MONEY
+        - B-ORGANIZATION
+        - B-PERCENT
+        - B-PERSON
+        - B-PHONE
+        - B-TEMPERATURE
+        - B-TIME
+        - B-URL
+        - B-ZIP
+        - I-AGO
+        - I-DATE
+        - I-EMAIL
+        - I-FACILITY
+        - I-LAW
+        - I-LEN
+        - I-LOCATION
+        - I-MONEY
+        - I-ORGANIZATION
+        - I-PERCENT
+        - I-PERSON
+        - I-PHONE
+        - I-TEMPERATURE
+        - I-TIME
+        - I-URL
+        - O
+  Turku-NER-corpus:
+    name: Turku-NER-corpus
+    subsets: {}
+    languages:
+    - fin
+    main_splits:
+      language: fin
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - DATE
+        - EVENT
+        - LOC
+        - ORG
+        - PER
+        - PRO
+      splits:
+        train:
+          path: train.parquet
+          document_count: 602
+          sequence_count: 12217
+          creation_metadata:
+            license: CC BY-SA 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 14
+              features: []
+              agreement:
+                value:
+                  PER: 0.9855
+                  DATE: 0.9825
+                  LOC: 0.9465
+                  ORG: 0.9144
+                  PRO: 0.8219
+                  EVENT: 0.6667
+                metric: f-score
+            primary_domain: general
+            other_domains: []
+            finegrained_domains:
+            - wikipedia
+            - news
+            - speeches
+            - literature
+            - EU legislation
+            data_sources:
+            - Turku Dependency Treebank (TDT) corpus (Universal Dependencies version)
+            dataset_lineage: []
+            label_set_standard: FiNER
+            document_boundaries: full
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 76
+          sequence_count: 1364
+          creation_metadata:
+            license: CC BY-SA 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 14
+              features: []
+              agreement:
+                value:
+                  PER: 0.9855
+                  DATE: 0.9825
+                  LOC: 0.9465
+                  ORG: 0.9144
+                  PRO: 0.8219
+                  EVENT: 0.6667
+                metric: f-score
+            primary_domain: general
+            other_domains: []
+            finegrained_domains:
+            - wikipedia
+            - news
+            - speeches
+            - literature
+            - EU legislation
+            data_sources:
+            - Turku Dependency Treebank (TDT) corpus (Universal Dependencies version)
+            dataset_lineage: []
+            label_set_standard: FiNER
+            document_boundaries: full
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 76
+          sequence_count: 1555
+          creation_metadata:
+            license: CC BY-SA 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 14
+              features: []
+              agreement:
+                value:
+                  PER: 0.9855
+                  DATE: 0.9825
+                  LOC: 0.9465
+                  ORG: 0.9144
+                  PRO: 0.8219
+                  EVENT: 0.6667
+                metric: f-score
+            primary_domain: general
+            other_domains: []
+            finegrained_domains:
+            - wikipedia
+            - news
+            - speeches
+            - literature
+            - EU legislation
+            data_sources:
+            - Turku Dependency Treebank (TDT) corpus (Universal Dependencies version)
+            dataset_lineage: []
+            label_set_standard: FiNER
+            document_boundaries: full
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-DATE
+        - B-EVENT
+        - B-LOC
+        - B-ORG
+        - B-PER
+        - B-PRO
+        - I-DATE
+        - I-EVENT
+        - I-LOC
+        - I-ORG
+        - I-PER
+        - I-PRO
+        - O
+  Tweebank-NER:
+    name: Tweebank-NER
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - LOC
+        - MISC
+        - ORG
+        - PER
+      splits:
+        train:
+          path: train.parquet
+          document_count: 1639
+          sequence_count: 1639
+          creation_metadata:
+            license: Apache 2.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - crowd-sourced
+              - annotators-each:3+
+              agreement:
+                value:
+                  PER: 0.846
+                  LOC: 0.744
+                  ORG: 0.719
+                  MISC: 0.509
+                metric: f1-score
+            primary_domain: social media
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - Tweebank V2
+            dataset_lineage: []
+            label_set_standard: CoNLL 2003
+            document_boundaries: none
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 710
+          sequence_count: 710
+          creation_metadata:
+            license: Apache 2.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - crowd-sourced
+              - annotators-each:3+
+              agreement:
+                value:
+                  PER: 0.846
+                  LOC: 0.744
+                  ORG: 0.719
+                  MISC: 0.509
+                metric: f1-score
+            primary_domain: social media
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - Tweebank V2
+            dataset_lineage: []
+            label_set_standard: CoNLL 2003
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 1201
+          sequence_count: 1201
+          creation_metadata:
+            license: Apache 2.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - crowd-sourced
+              - annotators-each:3+
+              agreement:
+                value:
+                  PER: 0.846
+                  LOC: 0.744
+                  ORG: 0.719
+                  MISC: 0.509
+                metric: f1-score
+            primary_domain: social media
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - Tweebank V2
+            dataset_lineage: []
+            label_set_standard: CoNLL 2003
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-LOC
+        - B-MISC
+        - B-ORG
+        - B-PER
+        - I-LOC
+        - I-MISC
+        - I-ORG
+        - I-PER
+        - O
+  UniversalNER:
+    name: UniversalNER
+    subsets:
+      tl_ugnayan:
+        language: fil
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - PER
+        splits:
+          test:
+            path: tl_ugnayan/test.parquet
+            document_count: 4
+            sequence_count: 94
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.913
+                  metric: f1-score
+              primary_domain: literature
+              other_domains: []
+              finegrained_domains:
+              - fiction
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-PER
+          - I-LOC
+          - O
+      tl_trg:
+        language: fil
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - PER
+        splits:
+          test:
+            path: tl_trg/test.parquet
+            document_count: 5
+            sequence_count: 128
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.833
+                    PER: 0.957
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - grammar examples
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-PER
+          - I-LOC
+          - O
+      sv_talbanken:
+        language: swe
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: sv_talbanken/train.parquet
+            document_count: 62
+            sequence_count: 4303
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.857
+                    ORG: 0.67
+                    PER: 0.913
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: sv_talbanken/validation.parquet
+            document_count: 8
+            sequence_count: 504
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.8
+                    ORG: 0.461
+                    PER: 0.888
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: sv_talbanken/test.parquet
+            document_count: 15
+            sequence_count: 1219
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.937
+                    ORG: 0.812
+                    PER: 0.871
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      sv_pud:
+        language: swe
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: sv_pud/test.parquet
+            document_count: 397
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.865
+                    ORG: 0.735
+                    PER: 0.944
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      ru_pud:
+        language: rus
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: ru_pud/test.parquet
+            document_count: 397
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-SA 3.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.719
+                    ORG: 0.531
+                    PER: 0.891
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      pt_pud:
+        language: por
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: pt_pud/test.parquet
+            document_count: 397
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-SA 3.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.903
+                    ORG: 0.92
+                    PER: 0.985
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      pt_bosque:
+        language: por
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: pt_bosque/train.parquet
+            document_count: 234
+            sequence_count: 7018
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.928
+                    ORG: 0.902
+                    PER: 0.974
+                  metric: f1-score
+              primary_domain: news
+              other_domains: []
+              finegrained_domains:
+              - news
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: pt_bosque/validation.parquet
+            document_count: 40
+            sequence_count: 1172
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.85
+                    ORG: 0.885
+                    PER: 0.98
+                  metric: f1-score
+              primary_domain: news
+              other_domains: []
+              finegrained_domains:
+              - news
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: pt_bosque/test.parquet
+            document_count: 39
+            sequence_count: 1167
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.955
+                    ORG: 0.914
+                    PER: 0.975
+                  metric: f1-score
+              primary_domain: news
+              other_domains: []
+              finegrained_domains:
+              - news
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      qaf_arabizi:
+        language: qaf-Latn
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: qaf_arabizi/train.parquet
+            document_count: 1
+            sequence_count: 1003
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - blog
+              - web
+              - social
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: qaf_arabizi/validation.parquet
+            document_count: 1
+            sequence_count: 139
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - blog
+              - web
+              - social
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: qaf_arabizi/test.parquet
+            document_count: 1
+            sequence_count: 145
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - blog
+              - web
+              - social
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      de_pud:
+        language: deu
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: de_pud/test.parquet
+            document_count: 397
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-SA 3.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.709
+                    ORG: 0.84
+                    PER: 0.812
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      en_pud:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: en_pud/test.parquet
+            document_count: 397
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-SA 3.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 1.0
+                    ORG: 0.936
+                    PER: 0.966
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      en_ewt:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: en_ewt/train.parquet
+            document_count: 540
+            sequence_count: 12543
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.696
+                    ORG: 0.533
+                    PER: 0.925
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - blog
+              - email
+              - reviews
+              - social
+              - web
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: en_ewt/validation.parquet
+            document_count: 318
+            sequence_count: 2001
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.786
+                    ORG: 0.64
+                    PER: 0.949
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - blog
+              - email
+              - reviews
+              - social
+              - web
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: en_ewt/test.parquet
+            document_count: 316
+            sequence_count: 2077
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.825
+                    ORG: 0.869
+                    PER: 0.969
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - blog
+              - email
+              - reviews
+              - social
+              - web
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      zh_pud:
+        language: zho
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: zh_pud/test.parquet
+            document_count: 34
+            sequence_count: 1000
+            creation_metadata:
+              license: CC BY-SA 3.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.752
+                    ORG: 0.776
+                    PER: 0.971
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - wikipedia
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      zh_gsdsimp:
+        language: zho
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: zh_gsdsimp/train.parquet
+            document_count: 134
+            sequence_count: 3997
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - wikipedia
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: zh_gsdsimp/validation.parquet
+            document_count: 17
+            sequence_count: 500
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - wikipedia
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: zh_gsdsimp/test.parquet
+            document_count: 17
+            sequence_count: 500
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - wikipedia
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      zh_gsd:
+        language: zho
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: zh_gsd/train.parquet
+            document_count: 134
+            sequence_count: 3997
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.8
+                    ORG: 0.724
+                    PER: 0.917
+                  metric: f1-score
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - wikipedia
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: zh_gsd/validation.parquet
+            document_count: 17
+            sequence_count: 500
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.795
+                    ORG: 0.661
+                    PER: 0.956
+                  metric: f1-score
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - wikipedia
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: zh_gsd/test.parquet
+            document_count: 17
+            sequence_count: 500
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.86
+                    ORG: 0.711
+                    PER: 0.944
+                  metric: f1-score
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains:
+              - wikipedia
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      ceb_gja:
+        language: ceb
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: ceb_gja/test.parquet
+            document_count: 7
+            sequence_count: 188
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.769
+                    ORG: 1.0
+                    PER: 0.914
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - grammar examples
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-PER
+          - O
+      hr_set:
+        language: hrv
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - OTH
+          - PER
+        splits:
+          train:
+            path: hr_set/train.parquet
+            document_count: 189
+            sequence_count: 6914
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - web
+              data_sources:
+              - Southeast European Times
+              - Croatian news web sources
+              - Croation web sources
+              dataset_lineage:
+              - hr500k
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: hr_set/validation.parquet
+            document_count: 31
+            sequence_count: 960
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - web
+              data_sources:
+              - Southeast European Times
+              - Croatian news web sources
+              - Croation web sources
+              dataset_lineage:
+              - hr500k
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: hr_set/test.parquet
+            document_count: 31
+            sequence_count: 1136
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - web
+              - wikipedia
+              data_sources:
+              - Southeast European Times
+              - Croatian news web sources
+              - Croation web sources
+              - Wikipedia
+              dataset_lineage:
+              - hr500k
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-OTH
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-OTH
+          - I-PER
+          - O
+      sk_snk:
+        language: slk
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: sk_snk/train.parquet
+            document_count: 36
+            sequence_count: 1061
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.84
+                    ORG: 0.743
+                    PER: 0.9
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - fiction
+              - news
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: sk_snk/validation.parquet
+            document_count: 36
+            sequence_count: 1060
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.801
+                    ORG: 0.597
+                    PER: 0.77
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - fiction
+              - news
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: sk_snk/test.parquet
+            document_count: 283
+            sequence_count: 8483
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.837
+                    ORG: 0.621
+                    PER: 0.823
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - fiction
+              - news
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage: null
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      sr_set:
+        language: srp
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - OTH
+          - PER
+        splits:
+          train:
+            path: sr_set/train.parquet
+            document_count: 132
+            sequence_count: 3328
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: news
+              other_domains: []
+              finegrained_domains:
+              - news
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage:
+              - SETimes.SR
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: sr_set/validation.parquet
+            document_count: 22
+            sequence_count: 536
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: news
+              other_domains: []
+              finegrained_domains:
+              - news
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage:
+              - SETimes.SR
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: sr_set/test.parquet
+            document_count: 22
+            sequence_count: 520
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: news
+              other_domains: []
+              finegrained_domains:
+              - news
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage:
+              - SETimes.SR
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-OTH
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-OTH
+          - I-PER
+          - O
+      da_ddt:
+        language: dan
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: da_ddt/train.parquet
+            document_count: 1
+            sequence_count: 4383
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.875
+                    ORG: 0.778
+                    PER: 0.959
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - fiction
+              - news
+              - non-fiction
+              - spoken
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage:
+              - DaN+
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: da_ddt/validation.parquet
+            document_count: 1
+            sequence_count: 564
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.917
+                    ORG: 0.765
+                    PER: 0.934
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - fiction
+              - news
+              - non-fiction
+              - spoken
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage:
+              - DaN+
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          test:
+            path: da_ddt/test.parquet
+            document_count: 1
+            sequence_count: 565
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement:
+                  value:
+                    LOC: 0.882
+                    ORG: 0.805
+                    PER: 0.975
+                  metric: f1-score
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - fiction
+              - news
+              - non-fiction
+              - spoken
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage:
+              - DaN+
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      nob_norne:
+        language: nob
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: nob_norne/train.parquet
+            document_count: 1822
+            sequence_count: 15696
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - blog
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage:
+              - NorNE
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: nob_norne/validation.parquet
+            document_count: 200
+            sequence_count: 2409
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - blog
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage:
+              - NorNE
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: nob_norne/test.parquet
+            document_count: 163
+            sequence_count: 1939
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - blog
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage:
+              - NorNE
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+      nno_norne:
+        language: nno
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - ORG
+          - PER
+        splits:
+          train:
+            path: nno_norne/train.parquet
+            document_count: 1444
+            sequence_count: 14174
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - blog
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage:
+              - NorNE
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          validation:
+            path: nno_norne/validation.parquet
+            document_count: 175
+            sequence_count: 1890
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - blog
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage:
+              - NorNE
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+          test:
+            path: nno_norne/test.parquet
+            document_count: 166
+            sequence_count: 1511
+            creation_metadata:
+              license: CC BY-SA 4.0
+              annotation:
+                type: gold-standard
+                annotator_count: null
+                features:
+                - annotators-each:1+
+                agreement: null
+              primary_domain: general
+              other_domains: []
+              finegrained_domains:
+              - news
+              - blog
+              - non-fiction
+              data_sources:
+              - Universal Dependency corpora
+              dataset_lineage:
+              - NorNE
+              label_set_standard: null
+              document_boundaries: full
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-ORG
+          - I-PER
+          - O
+    languages:
+    - dan
+    - slk
+    - srp
+    - por
+    - zho
+    - eng
+    - ceb
+    - nob
+    - fil
+    - qaf-Latn
+    - rus
+    - deu
+    - nno
+    - swe
+    - hrv
+    main_splits: null
+  WIESP2022:
+    name: WIESP2022
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - Archive
+        - CelestialObject
+        - CelestialObjectRegion
+        - CelestialRegion
+        - Citation
+        - Collaboration
+        - ComputingFacility
+        - Database
+        - Dataset
+        - EntityOfFutureInterest
+        - Event
+        - Fellowship
+        - Formula
+        - Grant
+        - Identifier
+        - Instrument
+        - Location
+        - Mission
+        - Model
+        - ObservationalTechniques
+        - Observatory
+        - Organization
+        - Person
+        - Proposal
+        - Software
+        - Survey
+        - Tag
+        - Telescope
+        - TextGarbage
+        - URL
+        - Wavelength
+      splits:
+        train:
+          path: train.parquet
+          document_count: 1753
+          sequence_count: 1753
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 1
+              features:
+              - domain-experts
+              agreement: null
+            primary_domain: science
+            other_domains: []
+            finegrained_domains:
+            - astrophysics
+            data_sources:
+            - Astrophysical Journal (2015--2021)
+            - Astronomy & Astrophysics (2015--2021)
+            - Monthly Notices of the Royal Astronomical Society (2015--2021)
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 1366
+          sequence_count: 1366
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 1
+              features:
+              - domain-experts
+              agreement: null
+            primary_domain: science
+            other_domains: []
+            finegrained_domains:
+            - astrophysics
+            data_sources:
+            - Astrophysical Journal (2015--2021)
+            - Astronomy & Astrophysics (2015--2021)
+            - Monthly Notices of the Royal Astronomical Society (2015--2021)
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 2505
+          sequence_count: 2505
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: 1
+              features:
+              - domain-experts
+              agreement: null
+            primary_domain: science
+            other_domains: []
+            finegrained_domains:
+            - astrophysics
+            data_sources:
+            - Astrophysical Journal (2015--2021)
+            - Astronomy & Astrophysics (2015--2021)
+            - Monthly Notices of the Royal Astronomical Society (2015--2021)
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-Archive
+        - B-CelestialObject
+        - B-CelestialObjectRegion
+        - B-CelestialRegion
+        - B-Citation
+        - B-Collaboration
+        - B-ComputingFacility
+        - B-Database
+        - B-Dataset
+        - B-EntityOfFutureInterest
+        - B-Event
+        - B-Fellowship
+        - B-Formula
+        - B-Grant
+        - B-Identifier
+        - B-Instrument
+        - B-Location
+        - B-Mission
+        - B-Model
+        - B-ObservationalTechniques
+        - B-Observatory
+        - B-Organization
+        - B-Person
+        - B-Proposal
+        - B-Software
+        - B-Survey
+        - B-Tag
+        - B-Telescope
+        - B-TextGarbage
+        - B-URL
+        - B-Wavelength
+        - I-Archive
+        - I-CelestialObject
+        - I-CelestialObjectRegion
+        - I-CelestialRegion
+        - I-Citation
+        - I-Collaboration
+        - I-ComputingFacility
+        - I-Database
+        - I-Dataset
+        - I-EntityOfFutureInterest
+        - I-Event
+        - I-Fellowship
+        - I-Formula
+        - I-Grant
+        - I-Identifier
+        - I-Instrument
+        - I-Location
+        - I-Mission
+        - I-Model
+        - I-ObservationalTechniques
+        - I-Observatory
+        - I-Organization
+        - I-Person
+        - I-Proposal
+        - I-Software
+        - I-Survey
+        - I-Tag
+        - I-Telescope
+        - I-TextGarbage
+        - I-URL
+        - I-Wavelength
+        - O
+  WLP:
+    name: WLP
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: false
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - Action
+        - Amount
+        - Concentration
+        - Device
+        - Generic-Measure
+        - Location
+        - Measure-Type
+        - Mention
+        - Method
+        - Misc
+        - Modifier
+        - Numerical
+        - Reagent
+        - Seal
+        - Size
+        - Speed
+        - Temperature
+        - Time
+        - Unit
+        - pH
+      splits:
+        train:
+          path: train.parquet
+          document_count: 374
+          sequence_count: 9093
+          creation_metadata:
+            license: MIT
+            annotation:
+              type: gold-standard
+              annotator_count: 10
+              features:
+              - domain-experts:subset
+              agreement:
+                value: 0.7599
+                metric: krippendorfs-alpha
+            primary_domain: science
+            other_domains: []
+            finegrained_domains:
+            - lab protocols
+            - molecular biology
+            - microbiology
+            - cell biology
+            - plant biology
+            - immunology
+            - chemical biology
+            data_sources:
+            - source: protocols.io
+              url: https://www.protocols.io/
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: none
+        validation:
+          path: validation.parquet
+          document_count: 123
+          sequence_count: 3018
+          creation_metadata:
+            license: MIT
+            annotation:
+              type: gold-standard
+              annotator_count: 10
+              features:
+              - domain-experts:subset
+              agreement:
+                value: 0.7599
+                metric: krippendorfs-alpha
+            primary_domain: science
+            other_domains: []
+            finegrained_domains:
+            - lab protocols
+            - molecular biology
+            - microbiology
+            - cell biology
+            - plant biology
+            - immunology
+            - chemical biology
+            data_sources:
+            - source: protocols.io
+              url: https://www.protocols.io/
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: none
+        test:
+          path: test.parquet
+          document_count: 125
+          sequence_count: 3077
+          creation_metadata:
+            license: MIT
+            annotation:
+              type: gold-standard
+              annotator_count: 10
+              features:
+              - domain-experts:subset
+              agreement:
+                value: 0.7599
+                metric: krippendorfs-alpha
+            primary_domain: science
+            other_domains: []
+            finegrained_domains:
+            - lab protocols
+            - molecular biology
+            - microbiology
+            - cell biology
+            - plant biology
+            - immunology
+            - chemical biology
+            data_sources:
+            - source: protocols.io
+              url: https://www.protocols.io/
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: full
+            sentence_boundaries: none
+      bio_labels: null
+  WNUT2017:
+    name: WNUT2017
+    subsets: {}
+    languages:
+    - eng
+    main_splits:
+      language: eng
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - corporation
+        - creative-work
+        - group
+        - location
+        - person
+        - product
+      splits:
+        train:
+          path: train.parquet
+          document_count: 3394
+          sequence_count: 3394
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - crowd-sourced
+              - annotators-each:3
+              - author-verified
+              agreement: null
+            primary_domain: social media
+            other_domains: []
+            finegrained_domains:
+            - emerging events
+            data_sources:
+            - Twitter (From WNUT2015)
+            dataset_lineage:
+            - WNUT2015
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 1009
+          sequence_count: 1009
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - crowd-sourced
+              - annotators-each:3
+              - author-verified
+              agreement: null
+            primary_domain: social media
+            other_domains: []
+            finegrained_domains:
+            - emerging events
+            data_sources:
+            - YouTube (April 2017)
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 1287
+          sequence_count: 1287
+          creation_metadata:
+            license: CC BY 4.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - crowd-sourced
+              - annotators-each:3
+              - author-verified
+              agreement: null
+            primary_domain: social media
+            other_domains: []
+            finegrained_domains:
+            - emerging events
+            data_sources:
+            - Twitter
+            - Reddit (January 2017--March 2017)
+            - StackExchange (January 2017--May 2017)
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-corporation
+        - B-creative-work
+        - B-group
+        - B-location
+        - B-person
+        - B-product
+        - I-corporation
+        - I-creative-work
+        - I-group
+        - I-location
+        - I-person
+        - I-product
+        - O
+  Weibo-NER:
+    name: Weibo-NER
+    subsets: {}
+    languages:
+    - zho
+    main_splits:
+      language: zho
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - GPE.NAM
+        - GPE.NOM
+        - LOC.NAM
+        - LOC.NOM
+        - ORG.NAM
+        - ORG.NOM
+        - PER.NAM
+        - PER.NOM
+      splits:
+        train:
+          path: train.parquet
+          document_count: 270
+          sequence_count: 270
+          creation_metadata:
+            license: CC BY-SA 3.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - annotators-each:N
+              agreement: null
+            primary_domain: social media
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - Sina Weibo (November 2013--December 2014)
+            dataset_lineage: []
+            label_set_standard: DEFT ERE
+            document_boundaries: none
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 270
+          sequence_count: 270
+          creation_metadata:
+            license: CC BY-SA 3.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - annotators-each:N
+              agreement: null
+            primary_domain: social media
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - Sina Weibo (November 2013--December 2014)
+            dataset_lineage: []
+            label_set_standard: DEFT ERE
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 1350
+          sequence_count: 1350
+          creation_metadata:
+            license: CC BY-SA 3.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features:
+              - annotators-each:N
+              agreement: null
+            primary_domain: social media
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - Sina Weibo (November 2013--December 2014)
+            dataset_lineage: []
+            label_set_standard: DEFT ERE
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-GPE.NAM
+        - B-GPE.NOM
+        - B-LOC.NAM
+        - B-LOC.NOM
+        - B-ORG.NAM
+        - B-ORG.NOM
+        - B-PER.NAM
+        - B-PER.NOM
+        - I-GPE.NAM
+        - I-GPE.NOM
+        - I-LOC.NAM
+        - I-LOC.NOM
+        - I-ORG.NAM
+        - I-ORG.NOM
+        - I-PER.NAM
+        - I-PER.NOM
+        - O
+  WikiNEuRal:
+    name: WikiNEuRal
+    subsets:
+      de:
+        language: deu
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: language-de/test.parquet
+            document_count: 12372
+            sequence_count: 12372
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          train:
+            path: language-de/train.parquet
+            document_count: 98640
+            sequence_count: 98640
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-de/validation.parquet
+            document_count: 12330
+            sequence_count: 12330
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+      en:
+        language: eng
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: language-en/test.parquet
+            document_count: 11597
+            sequence_count: 11597
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          train:
+            path: language-en/train.parquet
+            document_count: 92720
+            sequence_count: 92720
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-en/validation.parquet
+            document_count: 11590
+            sequence_count: 11590
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+      es:
+        language: spa
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: language-es/test.parquet
+            document_count: 9618
+            sequence_count: 9618
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          train:
+            path: language-es/train.parquet
+            document_count: 76320
+            sequence_count: 76320
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-es/validation.parquet
+            document_count: 9540
+            sequence_count: 9540
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+      fr:
+        language: fra
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: language-fr/test.parquet
+            document_count: 12678
+            sequence_count: 12678
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          train:
+            path: language-fr/train.parquet
+            document_count: 100800
+            sequence_count: 100800
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-fr/validation.parquet
+            document_count: 12600
+            sequence_count: 12600
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+      it:
+        language: ita
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: language-it/test.parquet
+            document_count: 11069
+            sequence_count: 11069
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          train:
+            path: language-it/train.parquet
+            document_count: 88400
+            sequence_count: 88400
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-it/validation.parquet
+            document_count: 11050
+            sequence_count: 11050
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+      nl:
+        language: nld
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: language-nl/test.parquet
+            document_count: 10547
+            sequence_count: 10547
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          train:
+            path: language-nl/train.parquet
+            document_count: 83680
+            sequence_count: 83680
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-nl/validation.parquet
+            document_count: 10460
+            sequence_count: 10460
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+      pl:
+        language: pol
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: language-pl/test.parquet
+            document_count: 13585
+            sequence_count: 13585
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          train:
+            path: language-pl/train.parquet
+            document_count: 108160
+            sequence_count: 108160
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-pl/validation.parquet
+            document_count: 13520
+            sequence_count: 13520
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+      pt:
+        language: por
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: language-pt/test.parquet
+            document_count: 10160
+            sequence_count: 10160
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          train:
+            path: language-pt/train.parquet
+            document_count: 80560
+            sequence_count: 80560
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-pt/validation.parquet
+            document_count: 10070
+            sequence_count: 10070
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+      ru:
+        language: rus
+        pre_tokenized: true
+        tagsets:
+        - ner
+        labels:
+          ner:
+          - LOC
+          - MISC
+          - ORG
+          - PER
+        splits:
+          test:
+            path: language-ru/test.parquet
+            document_count: 11580
+            sequence_count: 11580
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          train:
+            path: language-ru/train.parquet
+            document_count: 92320
+            sequence_count: 92320
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+          validation:
+            path: language-ru/validation.parquet
+            document_count: 11540
+            sequence_count: 11540
+            creation_metadata:
+              license: CC BY-NC-SA 4.0
+              annotation:
+                type: silver-standard
+                annotator_count: null
+                features:
+                - automatically-extracted
+                agreement: null
+              primary_domain: wikipedia
+              other_domains: []
+              finegrained_domains: []
+              data_sources:
+              - Wikipedia
+              dataset_lineage: []
+              label_set_standard: null
+              document_boundaries: none
+              sentence_boundaries: full
+        bio_labels:
+          ner:
+          - B-LOC
+          - B-MISC
+          - B-ORG
+          - B-PER
+          - I-LOC
+          - I-MISC
+          - I-ORG
+          - I-PER
+          - O
+    languages:
+    - fra
+    - pol
+    - por
+    - eng
+    - rus
+    - nld
+    - ita
+    - spa
+    - deu
+    main_splits: null
+  idner-news-2k:
+    name: idner-news-2k
+    subsets: {}
+    languages:
+    - ind
+    main_splits:
+      language: ind
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - LOC
+        - ORG
+        - PER
+      splits:
+        train:
+          path: train.parquet
+          document_count: 1464
+          sequence_count: 1464
+          creation_metadata:
+            license: MIT
+            annotation:
+              type: gold-standard
+              annotator_count: 3
+              features: []
+              agreement:
+                value: 0.92
+                metric: fleiss-kappa
+            primary_domain: news
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - source: Kompas
+              url: https://www.kompas.com/
+            - source: Tempo
+              url: https://www.tempo.co/
+            - source: Tribun News
+              url: https://www.tribunnews.com/
+            dataset_lineage:
+            - Indonesia-NER
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 367
+          sequence_count: 367
+          creation_metadata:
+            license: MIT
+            annotation:
+              type: gold-standard
+              annotator_count: 3
+              features: []
+              agreement:
+                value: 0.92
+                metric: fleiss-kappa
+            primary_domain: news
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - source: Kompas
+              url: https://www.kompas.com/
+            - source: Tempo
+              url: https://www.tempo.co/
+            - source: Tribun News
+              url: https://www.tribunnews.com/
+            dataset_lineage:
+            - Indonesia-NER
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 509
+          sequence_count: 509
+          creation_metadata:
+            license: MIT
+            annotation:
+              type: gold-standard
+              annotator_count: 3
+              features: []
+              agreement:
+                value: 0.92
+                metric: fleiss-kappa
+            primary_domain: news
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - source: Kompas
+              url: https://www.kompas.com/
+            - source: Tempo
+              url: https://www.tempo.co/
+            - source: Tribun News
+              url: https://www.tribunnews.com/
+            dataset_lineage:
+            - Indonesia-NER
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-LOC
+        - B-ORG
+        - B-PER
+        - I-LOC
+        - I-ORG
+        - I-PER
+        - O
+  pioNER:
+    name: pioNER
+    subsets: {}
+    languages:
+    - hye
+    main_splits:
+      language: hye
+      pre_tokenized: true
+      tagsets:
+      - ner
+      labels:
+        ner:
+        - LOC
+        - ORG
+        - PER
+      splits:
+        train:
+          path: train.parquet
+          document_count: 5962
+          sequence_count: 5962
+          creation_metadata:
+            license: Apache 2.0
+            annotation:
+              type: silver-standard
+              annotator_count: 0
+              features:
+              - automatically-extracted
+              agreement: null
+            primary_domain: wikipedia
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - Armenian Wikipedia
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        validation:
+          path: validation.parquet
+          document_count: 1491
+          sequence_count: 1491
+          creation_metadata:
+            license: Apache 2.0
+            annotation:
+              type: silver-standard
+              annotator_count: 0
+              features:
+              - automatically-extracted
+              agreement: null
+            primary_domain: wikipedia
+            other_domains: []
+            finegrained_domains: []
+            data_sources:
+            - Armenian Wikipedia
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+        test:
+          path: test.parquet
+          document_count: 2526
+          sequence_count: 2526
+          creation_metadata:
+            license: Apache 2.0
+            annotation:
+              type: gold-standard
+              annotator_count: null
+              features: []
+              agreement: null
+            primary_domain: news
+            other_domains: []
+            finegrained_domains:
+            - politics
+            - sports
+            - society
+            - official
+            - opinion piece
+            - art
+            - general
+            data_sources:
+            - source: ilur.am
+              url: https://www.ilur.am/news/newsline.html
+            dataset_lineage: []
+            label_set_standard: null
+            document_boundaries: none
+            sentence_boundaries: full
+      bio_labels:
+        ner:
+        - B-LOC
+        - B-ORG
+        - B-PER
+        - I-LOC
+        - I-ORG
+        - I-PER
+        - O
+configs:
+- config_name: AgCNER
+  data_files:
+  - split: train
+    path:
+    - AgCNER/train.parquet
+  - split: validation
+    path:
+    - AgCNER/validation.parquet
+  - split: test
+    path:
+    - AgCNER/test.parquet
+- config_name: AgriNER
+  data_files:
+  - split: train
+    path:
+    - AgriNER/train.parquet
+  - split: test
+    path:
+    - AgriNER/test.parquet
+- config_name: AnatEM
+  data_files:
+  - split: train
+    path:
+    - AnatEM/train.parquet
+  - split: validation
+    path:
+    - AnatEM/validation.parquet
+  - split: test
+    path:
+    - AnatEM/test.parquet
+- config_name: BC2GM
+  data_files:
+  - split: train
+    path:
+    - BC2GM/train.parquet
+  - split: validation
+    path:
+    - BC2GM/validation.parquet
+  - split: test
+    path:
+    - BC2GM/test.parquet
+- config_name: BC5CDR
+  data_files:
+  - split: train
+    path:
+    - BC5CDR/train.parquet
+  - split: validation
+    path:
+    - BC5CDR/validation.parquet
+  - split: test
+    path:
+    - BC5CDR/test.parquet
+- config_name: BioRED
+  data_files:
+  - split: train
+    path:
+    - BioRED/train.parquet
+  - split: validation
+    path:
+    - BioRED/validation.parquet
+  - split: test
+    path:
+    - BioRED/test.parquet
+- config_name: CANTEMIST
+  data_files:
+  - split: train
+    path:
+    - CANTEMIST/train.parquet
+  - split: validation
+    path:
+    - CANTEMIST/validation.parquet
+  - split: test
+    path:
+    - CANTEMIST/test.parquet
+- config_name: CLEANANERCorp
+  data_files:
+  - split: train
+    path:
+    - CLEANANERCorp/train.parquet
+  - split: test
+    path:
+    - CLEANANERCorp/test.parquet
+- config_name: CrossNER--science
+  data_files:
+  - split: train
+    path:
+    - CrossNER--science/train.parquet
+  - split: validation
+    path:
+    - CrossNER--science/validation.parquet
+  - split: test
+    path:
+    - CrossNER--science/test.parquet
+- config_name: CrossNER--politics
+  data_files:
+  - split: train
+    path:
+    - CrossNER--politics/train.parquet
+  - split: validation
+    path:
+    - CrossNER--politics/validation.parquet
+  - split: test
+    path:
+    - CrossNER--politics/test.parquet
+- config_name: CrossNER--music
+  data_files:
+  - split: train
+    path:
+    - CrossNER--music/train.parquet
+  - split: validation
+    path:
+    - CrossNER--music/validation.parquet
+  - split: test
+    path:
+    - CrossNER--music/test.parquet
+- config_name: CrossNER--literature
+  data_files:
+  - split: train
+    path:
+    - CrossNER--literature/train.parquet
+  - split: validation
+    path:
+    - CrossNER--literature/validation.parquet
+  - split: test
+    path:
+    - CrossNER--literature/test.parquet
+- config_name: CrossNER--ai
+  data_files:
+  - split: train
+    path:
+    - CrossNER--ai/train.parquet
+  - split: validation
+    path:
+    - CrossNER--ai/validation.parquet
+  - split: test
+    path:
+    - CrossNER--ai/test.parquet
+- config_name: E-NER
+  data_files:
+  - split: test
+    path:
+    - E-NER/test.parquet
+- config_name: FabNER
+  data_files:
+  - split: train
+    path:
+    - FabNER/train.parquet
+  - split: validation
+    path:
+    - FabNER/validation.parquet
+  - split: test
+    path:
+    - FabNER/test.parquet
+- config_name: Few-NERD--supervised
+  data_files:
+  - split: train
+    path:
+    - Few-NERD--supervised/train.parquet
+  - split: validation
+    path:
+    - Few-NERD--supervised/validation.parquet
+  - split: test
+    path:
+    - Few-NERD--supervised/test.parquet
+- config_name: Few-NERD--intra
+  data_files:
+  - split: train
+    path:
+    - Few-NERD--intra/train.parquet
+  - split: validation
+    path:
+    - Few-NERD--intra/validation.parquet
+  - split: test
+    path:
+    - Few-NERD--intra/test.parquet
+- config_name: Few-NERD--inter
+  data_files:
+  - split: train
+    path:
+    - Few-NERD--inter/train.parquet
+  - split: validation
+    path:
+    - Few-NERD--inter/validation.parquet
+  - split: test
+    path:
+    - Few-NERD--inter/test.parquet
+- config_name: FiNER-139
+  data_files:
+  - split: train
+    path:
+    - FiNER-139/train.parquet
+  - split: validation
+    path:
+    - FiNER-139/validation.parquet
+  - split: test
+    path:
+    - FiNER-139/test.parquet
+- config_name: FiNER-ORD
+  data_files:
+  - split: train
+    path:
+    - FiNER-ORD/train.parquet
+  - split: validation
+    path:
+    - FiNER-ORD/validation.parquet
+  - split: test
+    path:
+    - FiNER-ORD/test.parquet
+- config_name: FoNE
+  data_files:
+  - split: test
+    path:
+    - FoNE/test.parquet
+- config_name: German-LER
+  data_files:
+  - split: train
+    path:
+    - German-LER/train.parquet
+  - split: validation
+    path:
+    - German-LER/validation.parquet
+  - split: test
+    path:
+    - German-LER/test.parquet
+- config_name: Herodotos-Project-NER--pliny_the_younger
+  data_files:
+  - split: test
+    path:
+    - Herodotos-Project-NER--pliny_the_younger/test.parquet
+- config_name: Herodotos-Project-NER--pliny_the_elder
+  data_files:
+  - split: test
+    path:
+    - Herodotos-Project-NER--pliny_the_elder/test.parquet
+- config_name: Herodotos-Project-NER--ovid
+  data_files:
+  - split: test
+    path:
+    - Herodotos-Project-NER--ovid/test.parquet
+- config_name: Herodotos-Project-NER--gallic_wars
+  data_files:
+  - split: train
+    path:
+    - Herodotos-Project-NER--gallic_wars/train.parquet
+  - split: test
+    path:
+    - Herodotos-Project-NER--gallic_wars/test.parquet
+- config_name: Herodotos-Project-NER--civil_wars
+  data_files:
+  - split: test
+    path:
+    - Herodotos-Project-NER--civil_wars/test.parquet
+- config_name: JNLPBA
+  data_files:
+  - split: train
+    path:
+    - JNLPBA/train.parquet
+  - split: test
+    path:
+    - JNLPBA/test.parquet
+- config_name: Japanese-Wikipedia
+  data_files:
+  - split: test
+    path:
+    - Japanese-Wikipedia/test.parquet
+- config_name: MasakhaNER-X--zu
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--zu/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--zu/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--zu/test.parquet
+- config_name: MasakhaNER-X--yo
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--yo/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--yo/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--yo/test.parquet
+- config_name: MasakhaNER-X--xh
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--xh/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--xh/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--xh/test.parquet
+- config_name: MasakhaNER-X--wo
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--wo/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--wo/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--wo/test.parquet
+- config_name: MasakhaNER-X--tw
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--tw/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--tw/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--tw/test.parquet
+- config_name: MasakhaNER-X--tn
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--tn/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--tn/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--tn/test.parquet
+- config_name: MasakhaNER-X--sw
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--sw/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--sw/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--sw/test.parquet
+- config_name: MasakhaNER-X--sn
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--sn/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--sn/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--sn/test.parquet
+- config_name: MasakhaNER-X--rw
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--rw/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--rw/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--rw/test.parquet
+- config_name: MasakhaNER-X--pcm
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--pcm/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--pcm/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--pcm/test.parquet
+- config_name: MasakhaNER-X--ny
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--ny/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--ny/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--ny/test.parquet
+- config_name: MasakhaNER-X--mos
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--mos/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--mos/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--mos/test.parquet
+- config_name: MasakhaNER-X--luo
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--luo/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--luo/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--luo/test.parquet
+- config_name: MasakhaNER-X--lg
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--lg/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--lg/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--lg/test.parquet
+- config_name: MasakhaNER-X--ig
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--ig/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--ig/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--ig/test.parquet
+- config_name: MasakhaNER-X--ha
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--ha/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--ha/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--ha/test.parquet
+- config_name: MasakhaNER-X--ee
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--ee/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--ee/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--ee/test.parquet
+- config_name: MasakhaNER-X--bm
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--bm/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--bm/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--bm/test.parquet
+- config_name: MasakhaNER-X--bbj
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--bbj/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--bbj/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--bbj/test.parquet
+- config_name: MasakhaNER-X--am
+  data_files:
+  - split: train
+    path:
+    - MasakhaNER-X--am/train.parquet
+  - split: validation
+    path:
+    - MasakhaNER-X--am/validation.parquet
+  - split: test
+    path:
+    - MasakhaNER-X--am/test.parquet
+- config_name: MultiCoNER--Multilingual (MULTI)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--Multilingual (MULTI)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--Multilingual (MULTI)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--Multilingual (MULTI)/test.parquet
+- config_name: MultiCoNER--Ukrainian (UK)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--Ukrainian (UK)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--Ukrainian (UK)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--Ukrainian (UK)/test.parquet
+- config_name: MultiCoNER--Swedish (SV)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--Swedish (SV)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--Swedish (SV)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--Swedish (SV)/test.parquet
+- config_name: MultiCoNER--Spanish (ES)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--Spanish (ES)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--Spanish (ES)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--Spanish (ES)/test.parquet
+- config_name: MultiCoNER--Portuguese (PT)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--Portuguese (PT)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--Portuguese (PT)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--Portuguese (PT)/test.parquet
+- config_name: MultiCoNER--Italian (IT)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--Italian (IT)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--Italian (IT)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--Italian (IT)/test.parquet
+- config_name: MultiCoNER--Hindi (HI)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--Hindi (HI)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--Hindi (HI)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--Hindi (HI)/test.parquet
+- config_name: MultiCoNER--German (DE)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--German (DE)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--German (DE)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--German (DE)/test.parquet
+- config_name: MultiCoNER--French (FR)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--French (FR)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--French (FR)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--French (FR)/test.parquet
+- config_name: MultiCoNER--Farsi (FA)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--Farsi (FA)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--Farsi (FA)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--Farsi (FA)/test.parquet
+- config_name: MultiCoNER--English (EN)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--English (EN)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--English (EN)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--English (EN)/test.parquet
+- config_name: MultiCoNER--Chinese (ZH)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--Chinese (ZH)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--Chinese (ZH)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--Chinese (ZH)/test.parquet
+- config_name: MultiCoNER--Bangla (BN)
+  data_files:
+  - split: train
+    path:
+    - MultiCoNER--Bangla (BN)/train.parquet
+  - split: validation
+    path:
+    - MultiCoNER--Bangla (BN)/validation.parquet
+  - split: test
+    path:
+    - MultiCoNER--Bangla (BN)/test.parquet
+- config_name: MultiNERd--zh
+  data_files:
+  - split: train
+    path:
+    - MultiNERd--zh/train.parquet
+  - split: validation
+    path:
+    - MultiNERd--zh/validation.parquet
+  - split: test
+    path:
+    - MultiNERd--zh/test.parquet
+- config_name: MultiNERd--ru
+  data_files:
+  - split: train
+    path:
+    - MultiNERd--ru/train.parquet
+  - split: validation
+    path:
+    - MultiNERd--ru/validation.parquet
+  - split: test
+    path:
+    - MultiNERd--ru/test.parquet
+- config_name: MultiNERd--pt
+  data_files:
+  - split: train
+    path:
+    - MultiNERd--pt/train.parquet
+  - split: validation
+    path:
+    - MultiNERd--pt/validation.parquet
+  - split: test
+    path:
+    - MultiNERd--pt/test.parquet
+- config_name: MultiNERd--pl
+  data_files:
+  - split: train
+    path:
+    - MultiNERd--pl/train.parquet
+  - split: validation
+    path:
+    - MultiNERd--pl/validation.parquet
+  - split: test
+    path:
+    - MultiNERd--pl/test.parquet
+- config_name: MultiNERd--nl
+  data_files:
+  - split: train
+    path:
+    - MultiNERd--nl/train.parquet
+  - split: validation
+    path:
+    - MultiNERd--nl/validation.parquet
+  - split: test
+    path:
+    - MultiNERd--nl/test.parquet
+- config_name: MultiNERd--it
+  data_files:
+  - split: train
+    path:
+    - MultiNERd--it/train.parquet
+  - split: validation
+    path:
+    - MultiNERd--it/validation.parquet
+  - split: test
+    path:
+    - MultiNERd--it/test.parquet
+- config_name: MultiNERd--fr
+  data_files:
+  - split: train
+    path:
+    - MultiNERd--fr/train.parquet
+  - split: validation
+    path:
+    - MultiNERd--fr/validation.parquet
+  - split: test
+    path:
+    - MultiNERd--fr/test.parquet
+- config_name: MultiNERd--es
+  data_files:
+  - split: train
+    path:
+    - MultiNERd--es/train.parquet
+  - split: validation
+    path:
+    - MultiNERd--es/validation.parquet
+  - split: test
+    path:
+    - MultiNERd--es/test.parquet
+- config_name: MultiNERd--en
+  data_files:
+  - split: train
+    path:
+    - MultiNERd--en/train.parquet
+  - split: validation
+    path:
+    - MultiNERd--en/validation.parquet
+  - split: test
+    path:
+    - MultiNERd--en/test.parquet
+- config_name: MultiNERd--de
+  data_files:
+  - split: train
+    path:
+    - MultiNERd--de/train.parquet
+  - split: validation
+    path:
+    - MultiNERd--de/validation.parquet
+  - split: test
+    path:
+    - MultiNERd--de/test.parquet
+- config_name: NCBI-Disease
+  data_files:
+  - split: train
+    path:
+    - NCBI-Disease/train.parquet
+  - split: validation
+    path:
+    - NCBI-Disease/validation.parquet
+  - split: test
+    path:
+    - NCBI-Disease/test.parquet
+- config_name: NYTK-NerKor--wikipedia
+  data_files:
+  - split: train
+    path:
+    - NYTK-NerKor--wikipedia/train.parquet
+  - split: validation
+    path:
+    - NYTK-NerKor--wikipedia/validation.parquet
+  - split: test
+    path:
+    - NYTK-NerKor--wikipedia/test.parquet
+- config_name: NYTK-NerKor--web
+  data_files:
+  - split: train
+    path:
+    - NYTK-NerKor--web/train.parquet
+  - split: validation
+    path:
+    - NYTK-NerKor--web/validation.parquet
+  - split: test
+    path:
+    - NYTK-NerKor--web/test.parquet
+- config_name: NYTK-NerKor--news
+  data_files:
+  - split: train
+    path:
+    - NYTK-NerKor--news/train.parquet
+  - split: validation
+    path:
+    - NYTK-NerKor--news/validation.parquet
+  - split: test
+    path:
+    - NYTK-NerKor--news/test.parquet
+- config_name: NYTK-NerKor--legal
+  data_files:
+  - split: train
+    path:
+    - NYTK-NerKor--legal/train.parquet
+  - split: validation
+    path:
+    - NYTK-NerKor--legal/validation.parquet
+  - split: test
+    path:
+    - NYTK-NerKor--legal/test.parquet
+- config_name: NYTK-NerKor--fiction
+  data_files:
+  - split: train
+    path:
+    - NYTK-NerKor--fiction/train.parquet
+  - split: validation
+    path:
+    - NYTK-NerKor--fiction/validation.parquet
+  - split: test
+    path:
+    - NYTK-NerKor--fiction/test.parquet
+- config_name: Naamapadam--te
+  data_files:
+  - split: train
+    path:
+    - Naamapadam--te/train.parquet
+  - split: validation
+    path:
+    - Naamapadam--te/validation.parquet
+  - split: test
+    path:
+    - Naamapadam--te/test.parquet
+- config_name: Naamapadam--ta
+  data_files:
+  - split: train
+    path:
+    - Naamapadam--ta/train.parquet
+  - split: validation
+    path:
+    - Naamapadam--ta/validation.parquet
+  - split: test
+    path:
+    - Naamapadam--ta/test.parquet
+- config_name: Naamapadam--pa
+  data_files:
+  - split: train
+    path:
+    - Naamapadam--pa/train.parquet
+  - split: validation
+    path:
+    - Naamapadam--pa/validation.parquet
+  - split: test
+    path:
+    - Naamapadam--pa/test.parquet
+- config_name: Naamapadam--or
+  data_files:
+  - split: train
+    path:
+    - Naamapadam--or/train.parquet
+  - split: validation
+    path:
+    - Naamapadam--or/validation.parquet
+  - split: test
+    path:
+    - Naamapadam--or/test.parquet
+- config_name: Naamapadam--mr
+  data_files:
+  - split: train
+    path:
+    - Naamapadam--mr/train.parquet
+  - split: validation
+    path:
+    - Naamapadam--mr/validation.parquet
+  - split: test
+    path:
+    - Naamapadam--mr/test.parquet
+- config_name: Naamapadam--ml
+  data_files:
+  - split: train
+    path:
+    - Naamapadam--ml/train.parquet
+  - split: validation
+    path:
+    - Naamapadam--ml/validation.parquet
+  - split: test
+    path:
+    - Naamapadam--ml/test.parquet
+- config_name: Naamapadam--kn
+  data_files:
+  - split: train
+    path:
+    - Naamapadam--kn/train.parquet
+  - split: validation
+    path:
+    - Naamapadam--kn/validation.parquet
+  - split: test
+    path:
+    - Naamapadam--kn/test.parquet
+- config_name: Naamapadam--hi
+  data_files:
+  - split: train
+    path:
+    - Naamapadam--hi/train.parquet
+  - split: validation
+    path:
+    - Naamapadam--hi/validation.parquet
+  - split: test
+    path:
+    - Naamapadam--hi/test.parquet
+- config_name: Naamapadam--gu
+  data_files:
+  - split: train
+    path:
+    - Naamapadam--gu/train.parquet
+  - split: validation
+    path:
+    - Naamapadam--gu/validation.parquet
+  - split: test
+    path:
+    - Naamapadam--gu/test.parquet
+- config_name: Naamapadam--bn
+  data_files:
+  - split: train
+    path:
+    - Naamapadam--bn/train.parquet
+  - split: validation
+    path:
+    - Naamapadam--bn/validation.parquet
+  - split: test
+    path:
+    - Naamapadam--bn/test.parquet
+- config_name: Naamapadam--as
+  data_files:
+  - split: train
+    path:
+    - Naamapadam--as/train.parquet
+  - split: validation
+    path:
+    - Naamapadam--as/validation.parquet
+  - split: test
+    path:
+    - Naamapadam--as/test.parquet
+- config_name: RaTE-NER--Radiopaedia
+  data_files:
+  - split: train
+    path:
+    - RaTE-NER--Radiopaedia/train.parquet
+  - split: validation
+    path:
+    - RaTE-NER--Radiopaedia/validation.parquet
+  - split: test
+    path:
+    - RaTE-NER--Radiopaedia/test.parquet
+- config_name: RaTE-NER--MIMIC_IV
+  data_files:
+  - split: train
+    path:
+    - RaTE-NER--MIMIC_IV/train.parquet
+  - split: validation
+    path:
+    - RaTE-NER--MIMIC_IV/validation.parquet
+  - split: test
+    path:
+    - RaTE-NER--MIMIC_IV/test.parquet
+- config_name: SOFC-Exp--full
+  data_files:
+  - split: train
+    path:
+    - SOFC-Exp--full/train.parquet
+  - split: validation
+    path:
+    - SOFC-Exp--full/validation.parquet
+  - split: test
+    path:
+    - SOFC-Exp--full/test.parquet
+- config_name: SOFC-Exp--experiments_only
+  data_files:
+  - split: train
+    path:
+    - SOFC-Exp--experiments_only/train.parquet
+  - split: validation
+    path:
+    - SOFC-Exp--experiments_only/validation.parquet
+  - split: test
+    path:
+    - SOFC-Exp--experiments_only/test.parquet
+- config_name: SciER--out_of_domain
+  data_files:
+  - split: test
+    path:
+    - SciER--out_of_domain/test.parquet
+- config_name: SciER--in_domain
+  data_files:
+  - split: train
+    path:
+    - SciER--in_domain/train.parquet
+  - split: validation
+    path:
+    - SciER--in_domain/validation.parquet
+  - split: test
+    path:
+    - SciER--in_domain/test.parquet
+- config_name: SciREX
+  data_files:
+  - split: train
+    path:
+    - SciREX/train.parquet
+  - split: validation
+    path:
+    - SciREX/validation.parquet
+  - split: test
+    path:
+    - SciREX/test.parquet
+- config_name: SoMeSci--formal_citations
+  data_files:
+  - split: test
+    path:
+    - SoMeSci--formal_citations/test.parquet
+- config_name: SoMeSci--creation_sentences
+  data_files:
+  - split: train
+    path:
+    - SoMeSci--creation_sentences/train.parquet
+  - split: validation
+    path:
+    - SoMeSci--creation_sentences/validation.parquet
+  - split: test
+    path:
+    - SoMeSci--creation_sentences/test.parquet
+- config_name: SoMeSci--pubmed_fulltext
+  data_files:
+  - split: train
+    path:
+    - SoMeSci--pubmed_fulltext/train.parquet
+  - split: validation
+    path:
+    - SoMeSci--pubmed_fulltext/validation.parquet
+  - split: test
+    path:
+    - SoMeSci--pubmed_fulltext/test.parquet
+- config_name: SoMeSci--plos_sentences
+  data_files:
+  - split: train
+    path:
+    - SoMeSci--plos_sentences/train.parquet
+- config_name: SoMeSci--plos_methods
+  data_files:
+  - split: train
+    path:
+    - SoMeSci--plos_methods/train.parquet
+  - split: validation
+    path:
+    - SoMeSci--plos_methods/validation.parquet
+  - split: test
+    path:
+    - SoMeSci--plos_methods/test.parquet
+- config_name: StackOverflowNER--github
+  data_files:
+  - split: test
+    path:
+    - StackOverflowNER--github/test.parquet
+- config_name: StackOverflowNER--stackoverflow
+  data_files:
+  - split: train
+    path:
+    - StackOverflowNER--stackoverflow/train.parquet
+  - split: validation
+    path:
+    - StackOverflowNER--stackoverflow/validation.parquet
+  - split: test
+    path:
+    - StackOverflowNER--stackoverflow/test.parquet
+- config_name: TASTEset
+  data_files:
+  - split: test
+    path:
+    - TASTEset/test.parquet
+- config_name: Thai-NER
+  data_files:
+  - split: train
+    path:
+    - Thai-NER/train.parquet
+  - split: validation
+    path:
+    - Thai-NER/validation.parquet
+  - split: test
+    path:
+    - Thai-NER/test.parquet
+- config_name: Turku-NER-corpus
+  data_files:
+  - split: train
+    path:
+    - Turku-NER-corpus/train.parquet
+  - split: validation
+    path:
+    - Turku-NER-corpus/validation.parquet
+  - split: test
+    path:
+    - Turku-NER-corpus/test.parquet
+- config_name: Tweebank-NER
+  data_files:
+  - split: train
+    path:
+    - Tweebank-NER/train.parquet
+  - split: validation
+    path:
+    - Tweebank-NER/validation.parquet
+  - split: test
+    path:
+    - Tweebank-NER/test.parquet
+- config_name: UniversalNER--nno_norne
+  data_files:
+  - split: train
+    path:
+    - UniversalNER--nno_norne/train.parquet
+  - split: validation
+    path:
+    - UniversalNER--nno_norne/validation.parquet
+  - split: test
+    path:
+    - UniversalNER--nno_norne/test.parquet
+- config_name: UniversalNER--nob_norne
+  data_files:
+  - split: train
+    path:
+    - UniversalNER--nob_norne/train.parquet
+  - split: validation
+    path:
+    - UniversalNER--nob_norne/validation.parquet
+  - split: test
+    path:
+    - UniversalNER--nob_norne/test.parquet
+- config_name: UniversalNER--da_ddt
+  data_files:
+  - split: train
+    path:
+    - UniversalNER--da_ddt/train.parquet
+  - split: validation
+    path:
+    - UniversalNER--da_ddt/validation.parquet
+  - split: test
+    path:
+    - UniversalNER--da_ddt/test.parquet
+- config_name: UniversalNER--sr_set
+  data_files:
+  - split: train
+    path:
+    - UniversalNER--sr_set/train.parquet
+  - split: validation
+    path:
+    - UniversalNER--sr_set/validation.parquet
+  - split: test
+    path:
+    - UniversalNER--sr_set/test.parquet
+- config_name: UniversalNER--sk_snk
+  data_files:
+  - split: train
+    path:
+    - UniversalNER--sk_snk/train.parquet
+  - split: validation
+    path:
+    - UniversalNER--sk_snk/validation.parquet
+  - split: test
+    path:
+    - UniversalNER--sk_snk/test.parquet
+- config_name: UniversalNER--hr_set
+  data_files:
+  - split: train
+    path:
+    - UniversalNER--hr_set/train.parquet
+  - split: validation
+    path:
+    - UniversalNER--hr_set/validation.parquet
+  - split: test
+    path:
+    - UniversalNER--hr_set/test.parquet
+- config_name: UniversalNER--ceb_gja
+  data_files:
+  - split: test
+    path:
+    - UniversalNER--ceb_gja/test.parquet
+- config_name: UniversalNER--zh_gsd
+  data_files:
+  - split: train
+    path:
+    - UniversalNER--zh_gsd/train.parquet
+  - split: validation
+    path:
+    - UniversalNER--zh_gsd/validation.parquet
+  - split: test
+    path:
+    - UniversalNER--zh_gsd/test.parquet
+- config_name: UniversalNER--zh_gsdsimp
+  data_files:
+  - split: train
+    path:
+    - UniversalNER--zh_gsdsimp/train.parquet
+  - split: validation
+    path:
+    - UniversalNER--zh_gsdsimp/validation.parquet
+  - split: test
+    path:
+    - UniversalNER--zh_gsdsimp/test.parquet
+- config_name: UniversalNER--zh_pud
+  data_files:
+  - split: test
+    path:
+    - UniversalNER--zh_pud/test.parquet
+- config_name: UniversalNER--en_ewt
+  data_files:
+  - split: train
+    path:
+    - UniversalNER--en_ewt/train.parquet
+  - split: validation
+    path:
+    - UniversalNER--en_ewt/validation.parquet
+  - split: test
+    path:
+    - UniversalNER--en_ewt/test.parquet
+- config_name: UniversalNER--en_pud
+  data_files:
+  - split: test
+    path:
+    - UniversalNER--en_pud/test.parquet
+- config_name: UniversalNER--de_pud
+  data_files:
+  - split: test
+    path:
+    - UniversalNER--de_pud/test.parquet
+- config_name: UniversalNER--qaf_arabizi
+  data_files:
+  - split: train
+    path:
+    - UniversalNER--qaf_arabizi/train.parquet
+  - split: validation
+    path:
+    - UniversalNER--qaf_arabizi/validation.parquet
+  - split: test
+    path:
+    - UniversalNER--qaf_arabizi/test.parquet
+- config_name: UniversalNER--pt_bosque
+  data_files:
+  - split: train
+    path:
+    - UniversalNER--pt_bosque/train.parquet
+  - split: validation
+    path:
+    - UniversalNER--pt_bosque/validation.parquet
+  - split: test
+    path:
+    - UniversalNER--pt_bosque/test.parquet
+- config_name: UniversalNER--pt_pud
+  data_files:
+  - split: test
+    path:
+    - UniversalNER--pt_pud/test.parquet
+- config_name: UniversalNER--ru_pud
+  data_files:
+  - split: test
+    path:
+    - UniversalNER--ru_pud/test.parquet
+- config_name: UniversalNER--sv_pud
+  data_files:
+  - split: test
+    path:
+    - UniversalNER--sv_pud/test.parquet
+- config_name: UniversalNER--sv_talbanken
+  data_files:
+  - split: train
+    path:
+    - UniversalNER--sv_talbanken/train.parquet
+  - split: validation
+    path:
+    - UniversalNER--sv_talbanken/validation.parquet
+  - split: test
+    path:
+    - UniversalNER--sv_talbanken/test.parquet
+- config_name: UniversalNER--tl_trg
+  data_files:
+  - split: test
+    path:
+    - UniversalNER--tl_trg/test.parquet
+- config_name: UniversalNER--tl_ugnayan
+  data_files:
+  - split: test
+    path:
+    - UniversalNER--tl_ugnayan/test.parquet
+- config_name: WIESP2022
+  data_files:
+  - split: train
+    path:
+    - WIESP2022/train.parquet
+  - split: validation
+    path:
+    - WIESP2022/validation.parquet
+  - split: test
+    path:
+    - WIESP2022/test.parquet
+- config_name: WLP
+  data_files:
+  - split: train
+    path:
+    - WLP/train.parquet
+  - split: validation
+    path:
+    - WLP/validation.parquet
+  - split: test
+    path:
+    - WLP/test.parquet
+- config_name: WNUT2017
+  data_files:
+  - split: train
+    path:
+    - WNUT2017/train.parquet
+  - split: validation
+    path:
+    - WNUT2017/validation.parquet
+  - split: test
+    path:
+    - WNUT2017/test.parquet
+- config_name: Weibo-NER
+  data_files:
+  - split: train
+    path:
+    - Weibo-NER/train.parquet
+  - split: validation
+    path:
+    - Weibo-NER/validation.parquet
+  - split: test
+    path:
+    - Weibo-NER/test.parquet
+- config_name: WikiNEuRal--ru
+  data_files:
+  - split: test
+    path:
+    - WikiNEuRal--ru/test.parquet
+  - split: train
+    path:
+    - WikiNEuRal--ru/train.parquet
+  - split: validation
+    path:
+    - WikiNEuRal--ru/validation.parquet
+- config_name: WikiNEuRal--pt
+  data_files:
+  - split: test
+    path:
+    - WikiNEuRal--pt/test.parquet
+  - split: train
+    path:
+    - WikiNEuRal--pt/train.parquet
+  - split: validation
+    path:
+    - WikiNEuRal--pt/validation.parquet
+- config_name: WikiNEuRal--pl
+  data_files:
+  - split: test
+    path:
+    - WikiNEuRal--pl/test.parquet
+  - split: train
+    path:
+    - WikiNEuRal--pl/train.parquet
+  - split: validation
+    path:
+    - WikiNEuRal--pl/validation.parquet
+- config_name: WikiNEuRal--nl
+  data_files:
+  - split: test
+    path:
+    - WikiNEuRal--nl/test.parquet
+  - split: train
+    path:
+    - WikiNEuRal--nl/train.parquet
+  - split: validation
+    path:
+    - WikiNEuRal--nl/validation.parquet
+- config_name: WikiNEuRal--it
+  data_files:
+  - split: test
+    path:
+    - WikiNEuRal--it/test.parquet
+  - split: train
+    path:
+    - WikiNEuRal--it/train.parquet
+  - split: validation
+    path:
+    - WikiNEuRal--it/validation.parquet
+- config_name: WikiNEuRal--fr
+  data_files:
+  - split: test
+    path:
+    - WikiNEuRal--fr/test.parquet
+  - split: train
+    path:
+    - WikiNEuRal--fr/train.parquet
+  - split: validation
+    path:
+    - WikiNEuRal--fr/validation.parquet
+- config_name: WikiNEuRal--es
+  data_files:
+  - split: test
+    path:
+    - WikiNEuRal--es/test.parquet
+  - split: train
+    path:
+    - WikiNEuRal--es/train.parquet
+  - split: validation
+    path:
+    - WikiNEuRal--es/validation.parquet
+- config_name: WikiNEuRal--en
+  data_files:
+  - split: test
+    path:
+    - WikiNEuRal--en/test.parquet
+  - split: train
+    path:
+    - WikiNEuRal--en/train.parquet
+  - split: validation
+    path:
+    - WikiNEuRal--en/validation.parquet
+- config_name: WikiNEuRal--de
+  data_files:
+  - split: test
+    path:
+    - WikiNEuRal--de/test.parquet
+  - split: train
+    path:
+    - WikiNEuRal--de/train.parquet
+  - split: validation
+    path:
+    - WikiNEuRal--de/validation.parquet
+- config_name: idner-news-2k
+  data_files:
+  - split: train
+    path:
+    - idner-news-2k/train.parquet
+  - split: validation
+    path:
+    - idner-news-2k/validation.parquet
+  - split: test
+    path:
+    - idner-news-2k/test.parquet
+- config_name: pioNER
+  data_files:
+  - split: train
+    path:
+    - pioNER/train.parquet
+  - split: validation
+    path:
+    - pioNER/validation.parquet
+  - split: test
+    path:
+    - pioNER/test.parquet
+---
+
+# MELD Open (Normalized)
+
+MELD is a multilingual and multi-domain dataset for Named Entity Recognition (NER) constructed from 60 existing datasets. It includes gold-standard annotations across 60 languages and 14 domains. This dataset is a subset of 43 datasets for which licenses permit the redistribution of data in a new format. See the [MELD GitHub repository](https://github.com/kgnlp/meld) for more details.
+
+**Note:** This version of MELD Open uses normalized labels. For original labels from each source dataset, use [kgnlp/meld-open](https://huggingface.co/datasets/kgnlp/meld-open).
+
+## Attribution
+
+Unless stated otherwise, each dataset in this repository has been processed and converted from its original source to the MELD format and is shared independently under its original license.
+
+### AgCNER
+
+The AgCNER data was made available under the [CC0 public domain dedication](https://creativecommons.org/publicdomain/zero/1.0/). The source dataset is available at https://springernature.figshare.com/collections/AgCNER_the_First_Large-Scale_Chinese_Named_Entity_Recognition_Dataset_for_Agricultural_Diseases_and_Pests/6807873.
+
+**References:**
+Xiaochuang Yao, Xia Hao, Ruilin Liu, Lin Li, and Xuchao Guo. 2024.
+[AgCNER, the first large-scale chinese named entity recognition dataset
+for agricultural diseases and
+pests](https://doi.org/10.1038/s41597-024-03578-5). *Scientific Data*,
+11(1):769.
+
+### AgriNER
+
+The AgriNER data originally published by Sayan De, Debarshi Kumar Sanyal, and Imon Mukherjee is licensed under [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/Tec4Tric/AgriNER.
+
+**References:**
+Sayan De, Debarshi Kumar Sanyal, and Imon Mukherjee. 2023. AgriNER: An
+NER dataset of agricultural entities for the semantic web. In *The semantic web: ESWC 2023 satellite
+events*, pages 59–63, Cham. Springer Nature Switzerland.
+
+### AnatEM
+
+The AgriNER data originally published by Sampo Pyysalo and Sophia Ananiadou is licensed under [CC BY-SA 3.0](https://creativecommons.org/licenses/by-sa/3.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://www.nactem.ac.uk/anatomytagger/#AnatEM.
+
+**References:**
+Sampo Pyysalo and Sophia Ananiadou. 2013. [Anatomical entity mention
+recognition at literature
+scale](https://doi.org/10.1093/bioinformatics/btt580). *Bioinformatics*,
+30(6):868–875.
+
+### BC2GM
+
+The BC2GM data originally published by Larry L. Smith, Lorraine K. Tanabe, Rie Ando, Cheng-Ju Kuo, I-Fang Chung, Chun-Nan Hsu, Yu-Shi Lin, Roman Klinger, C. Friedrich, Kuzman Ganchev, Manabu Torii, Hongfang Liu, Barry Haddow, Craig A. Struble, Richard J. Povinelli, Andreas Vlachos, William A. Baumgartner, Lawrence E. Hunter, Bob Carpenter, and others is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/cambridgeltl/MTL-Bioinformatics-2016/tree/master/data/BC2GM-IOB.
+
+**References:**
+Larry L. Smith, Lorraine K. Tanabe, Rie Ando, Cheng-Ju Kuo, I-Fang
+Chung, Chun-Nan Hsu, Yu-Shi Lin, Roman Klinger, C. Friedrich, Kuzman
+Ganchev, Manabu Torii, Hongfang Liu, Barry Haddow, Craig A. Struble,
+Richard J. Povinelli, Andreas Vlachos, William A. Baumgartner, Lawrence
+E. Hunter, Bob Carpenter, et al. 2008. Overview of BioCreative II gene
+mention recognition. *Genome Biology*, 9:S2–S2.
+
+### BC5CDR
+
+The BC5CDR data has been dedicated to the public domain. The source dataset is available at https://www.ncbi.nlm.nih.gov/research/bionlp/Data.
+
+**References:**
+Jiao Li, Yueping Sun, Robin J. Johnson, Daniela Sciaky, Chih-Hsuan Wei,
+Robert Leaman, Allan Peter Davis, Carolyn J. Mattingly, Thomas C.
+Wiegers, and Zhiyong Lu. 2016. [BioCreative v CDR task corpus: A
+resource for chemical disease relation
+extraction](https://pmc.ncbi.nlm.nih.gov/articles/PMC4860626).
+*Database: The Journal of Biological Databases and Curation*, 2016.
+
+### BioRED
+
+The BioRED data has been dedicated to the public domain. The source dataset is available at https://github.com/ncbi/BioRED.
+
+**References:**
+Ling Luo, Po-Ting Lai, Chih-Hsuan Wei, Cecilia N Arighi, and Zhiyong Lu.
+2022. BioRED: A rich biomedical relation extraction dataset. *Briefing
+in Bioinformatics*.
+
+### CANTEMIST
+
+The CANTEMIST data originally published by A Miranda-Escalada, E Farré, and M Krallinger is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://temu.bsc.es/cantemist.
+
+**References:**
+A Miranda-Escalada, E Farré, and M Krallinger. 2020. Named entity
+recognition, concept normalization and clinical coding: Overview of the
+cantemist track for cancer text mining in spanish, corpus, guidelines,
+methods and results. In *Proceedings of the iberian languages evaluation
+forum (IberLEF 2020), CEUR workshop proceedings*.
+
+### CLEANANERCorp
+
+The CLEANANERCorp data originally published by Hend Al-Khalifa Mashael AlDuwais and Abdulmalik AlSalman is licensed under [GPL 3.0](https://www.gnu.org/licenses/gpl-3.0.html). The original `LICENSE` file can be found in the dataset's directory. The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/iwan-rg/CLEANANERCorp.
+
+**References:**
+Hend Al-Khalifa Mashael AlDuwais and Abdulmalik AlSalman. 2024.
+CLEANANERCorp: Identifying and correcting incorrect labels in the
+ANERcorp dataset. In *Proceedings of the 6th workshop on open-source
+arabic corpora and processing tools*.
+
+### CrossNER
+
+The CrossNER data (Copyright © 2020 Zihan Liu) was made available under the [MIT license](https://opensource.org/licenses/MIT). The source dataset is available at https://github.com/zliucr/CrossNER.
+
+**References:**
+Zihan Liu, Yan Xu, Tiezheng Yu, Wenliang Dai, Ziwei Ji, Samuel
+Cahyawijaya, Andrea Madotto, and Pascale Fung. 2021. [CrossNER:
+Evaluating cross-domain named entity
+recognition](https://doi.org/10.1609/aaai.v35i15.17587). *Proceedings of
+the AAAI Conference on Artificial Intelligence*, 35(15):13452–13460.
+
+### E-NER
+
+The E-NER data originally published by Ting Wai Terence Au, Vasileios Lampos, and Ingemar Cox is licensed under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/terenceau1/E-NER-Dataset.
+
+**References:**
+Ting Wai Terence Au, Vasileios Lampos, and Ingemar Cox. 2022. [E-NER —
+an annotated named entity recognition corpus of legal
+text](https://doi.org/10.18653/v1/2022.nllp-1.22). In *Proceedings of
+the natural legal language processing workshop 2022*, pages 246–255, Abu Dhabi, United Arab
+Emirates (Hybrid). Association for Computational Linguistics.
+
+### FabNER
+
+The FabNER data originally published by Aman Kumar and Binil Starly is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/aman31kmr/fabNER.
+
+**References:**
+Aman Kumar and Binil Starly. 2021. “FabNER”: Information extraction from
+manufacturing process science domain literature using named entity
+recognition. *Journal of Intelligent Manufacturing*, 33:2393–2407.
+
+### Few-NERD
+
+The Few-NERD data originally published by Ning Ding, Guangwei Xu, Yulin Chen, Xiaobin Wang, Xu Han, Pengjun Xie, Haitao Zheng, and Zhiyuan Liu is licensed under [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/thunlp/Few-NERD.
+
+**References:**
+Ning Ding, Guangwei Xu, Yulin Chen, Xiaobin Wang, Xu Han, Pengjun Xie,
+Haitao Zheng, and Zhiyuan Liu. 2021. [Few-NERD: A few-shot named entity
+recognition dataset](https://doi.org/10.18653/v1/2021.acl-long.248). In
+*Proceedings of the 59th annual meeting of the association for
+computational linguistics and the 11th international joint conference on
+natural language processing (volume 1: Long papers)*, pages 3198–3213,
+Online. Association for Computational Linguistics.
+
+### FiNER 139
+
+The FiNER-139 data originally published by Lefteris Loukas, Manos Fergadiotis, Ilias Chalkidis, Eirini Spyropoulou, Prodromos Malakasiotis, Ion Androutsopoulos, and Georgios Paliouras is licensed under [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/nlpaueb/finer.
+
+**References:**
+Lefteris Loukas, Manos Fergadiotis, Ilias Chalkidis, Eirini Spyropoulou,
+Prodromos Malakasiotis, Ion Androutsopoulos, and Georgios Paliouras.
+2022. [FiNER: Financial numeric entity recognition for XBRL
+tagging](https://doi.org/10.18653/v1/2022.acl-long.303). In *Proceedings
+of the 60th annual meeting of the association for computational
+linguistics (volume 1: Long papers)*, pages 4419–4431, Dublin, Ireland.
+Association for Computational Linguistics.
+
+### FiNER ORD
+
+The FiNER-ORD data originally published by Agam Shah, Abhinav Gullapalli, Ruchit Vithani, Michael Galarnyk, and Sudheer Chava is licensed under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/gtfintechlab/FiNER-ORD.
+
+**References:**
+Agam Shah, Abhinav Gullapalli, Ruchit Vithani, Michael Galarnyk, and
+Sudheer Chava. 2024. FiNER-ORD: Financial named entity recognition open
+research dataset. *arXiv preprint arXiv:2302.11157*.
+
+### FoNE
+
+The FoNE data originally published by Vésteinn Snæbjarnarson, Annika Simonsen, Goran Glavaš, and Ivan Vulić is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://huggingface.co/datasets/vesteinn/sosialurin-faroese-ner.
+
+**References:**
+Vésteinn Snæbjarnarson, Annika Simonsen, Goran Glavaš, and Ivan Vulić.
+2023. Transfer to a low-resource language via close relatives: The case
+study on faroese. In *Proceedings of the 24th nordic conference on
+computational linguistics (NoDaLiDa)*, Tórshavn, Faroe Islands.
+Linköping University Electronic Press, Sweden.
+
+### German LER
+
+The German-LER data originally published by Elena Leitner, Georg Rehm, and Julian Moreno-Schneider is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/elenanereiss/Legal-Entity-Recognition.
+
+**References:**
+Elena Leitner, Georg Rehm, and Julian Moreno-Schneider. 2019.
+<span class="nocase">Fine-grained Named Entity Recognition in Legal
+Documents</span>. In *Semantic systems. The power of AI and knowledge graphs.
+Proceedings of the 15th international conference (SEMANTiCS 2019)*,
+pages 272–287, Karlsruhe, Germany. Springer. 10/11 September 2019.
+
+### Herodotos Project NER
+
+The Herodotos-Project-NER data originally published by Alexander Erdmann, David Joseph Wrisley, Benjamin Allen, Christopher Brown, Sophie Cohen-Bodénès, Micha Elsner, Yukun Feng, Brian Joseph, Béatrice Joyeux-Prunel, and Marie-Catherine de Marneffe is licensed under [AGPL 3.0](https://www.gnu.org/licenses/agpl-3.0.html). The original `LICENSE` file can be found in the datasets's directories. The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/Herodotos-Project/Herodotos-Project-Latin-NER-Tagger-Annotation.
+
+**References:**
+Alexander Erdmann, David Joseph Wrisley, Benjamin Allen, Christopher
+Brown, Sophie Cohen-Bodénès, Micha Elsner, Yukun Feng, Brian Joseph, Bé
+atrice Joyeux-Prunel, and Marie-Catherine de Marneffe. 2019. [Practical,
+efficient, and customizable active learning for named entity recognition
+in the digital humanities](https://doi.org/10.18653/v1/N19-1231). In
+*Proceedings of the 2019 conference of the north American chapter of the association
+for computational linguistics: Human language technologies, volume 1
+(long and short papers)*, pages 2223–2234, Minneapolis, Minnesota.
+Association for Computational Linguistics.
+
+### JNLPBA
+
+The JNLBPA data is licensed under the GENIA Project License for Annotated Corpora (Corpus annotations (c) GENIA Project). See the LICENSE file in [the JNLBPA directory](JNLPBA/LICENSE) for details. Annotations in JNLBPA are licensed under [CC BY 3.0](https://creativecommons.org/licenses/by/3.0/) and must be attributed as stated in the included license file. The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at http://www.nactem.ac.uk/GENIA/current/Shared-tasks/JNLPBA/Train/Genia4ERtraining.tar.gz.
+
+**References:**
+Nigel Collier, Tomoko Ohta, Yoshimasa Tsuruoka, Yuka Tateisi, and
+Jin-Dong Kim. 2004. [Introduction to the bio-entity recognition task at
+JNLPBA](https://aclanthology.org/W04-1213/). In *Proceedings of the international
+joint workshop on natural language processing in biomedicine and its
+applications (NLPBA/ BioNLP)*, pages 73–78, Geneva, Switzerland. COLING.
+
+### Japanese Wikipedia
+
+The Japanese Wikipedia NER data originally published by Stockmark Inc. is licensed under [CC BY-SA 3.0](https://creativecommons.org/licenses/by-sa/3.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/stockmarkteam/ner-wikipedia-dataset.
+
+**References:**
+近江崇宏. 2021. Wikipedia を用いた日本語の固有表現抽出のデータセットの構築.
+*言語処理学会第 27 回年次大会発表論文集*:350–352.
+
+### MasakhaNER-X
+
+The MasakhaNER-X data originally published by David Ifeoluwa Adelani, Jade Abbott, Graham Neubig, Daniel D'souza, Julia Kreutzer, Constantine Lignos, Chester Palen-Michel, Happy Buzaaba, Shruti Rijhwani, Sebastian Ruder, Stephen Mayhew, Israel Abebe Azime, Shamsuddeen H. Muhammad, Chris Chinenye Emezue, Joyce Nakatumba-Nabende, Perez Ogayo, Aremu Anuoluwapo, Catherine Gitau, Derguene Mbaye, and others is licensed under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/masakhane-io/masakhane-ner.
+
+**References:**
+David Ifeoluwa Adelani, Jade Abbott, Graham Neubig, Daniel D’souza,
+Julia Kreutzer, Constantine Lignos, Chester Palen-Michel, Happy Buzaaba,
+Shruti Rijhwani, Sebastian Ruder, Stephen Mayhew, Israel Abebe Azime,
+Shamsuddeen H. Muhammad, Chris Chinenye Emezue, Joyce Nakatumba-Nabende,
+Perez Ogayo, Aremu Anuoluwapo, Catherine Gitau, Derguene Mbaye, et al.
+2021. [<span class="nocase">MasakhaNER: Named Entity Recognition for
+African Languages</span>](https://doi.org/10.1162/tacl_a_00416).
+*Transactions of the Association for Computational Linguistics*,
+9:1116–1131.
+
+David Adelani, Graham Neubig, Sebastian Ruder, Shruti Rijhwani, Michael
+Beukman, Chester Palen-Michel, Constantine Lignos, Jesujoba Alabi,
+Shamsuddeen Muhammad, Peter Nabende, Cheikh M. Bamba Dione, Andiswa
+Bukula, Rooweither Mabuya, Bonaventure F. P. Dossou, Blessing Sibanda,
+Happy Buzaaba, Jonathan Mukiibi, Godson Kalipe, Derguene Mbaye, et al.
+2022. [MasakhaNER 2.0: Africa-centric transfer learning for named entity
+recognition](https://aclanthology.org/2022.emnlp-main.298). In
+*Proceedings of the 2022 conference on empirical methods in natural
+language processing*, pages 4488–4508, Abu Dhabi, United Arab Emirates.
+Association for Computational Linguistics.
+
+Sebastian Ruder, Jonathan H. Clark, Alexander Gutkin, Mihir Kale, Min
+Ma, Massimo Nicosia, Shruti Rijhwani, Parker Riley, Jean-Michel A-Sarr,
+Xinyi Wang, John Wieting, Nitish Gupta, Anna Katanova, Christo Kirov,
+Dana L. Dickinson, Brian Roark, Bidisha Samanta, Connie Tao, David I.
+Adelani, et al. 2023. [XTREME-UP: A user-centric scarce-data benchmark
+for under-represented
+languages](https://doi.org/10.18653/v1/2023.findings-emnlp.125). In
+*Findings of the association for computational linguistics: EMNLP 2023*, pages 1856–1884,
+Singapore. Association for Computational Linguistics.
+
+### MultiCoNER
+
+The MultiCoNER data originally published by Besnik Fetahu, Zhiyu Chen, Sudipta Kar, Oleg Rokhlenko, and Shervin Malmasi is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://huggingface.co/datasets/MultiCoNER/multiconer_v2.
+
+**References:**
+Besnik Fetahu, Zhiyu Chen, Sudipta Kar, Oleg Rokhlenko, and Shervin
+Malmasi. 2023a. [MultiCoNER v2: A large multilingual dataset for
+fine-grained and noisy named entity
+recognition](https://doi.org/10.18653/v1/2023.findings-emnlp.134). In
+*Findings of the association for computational linguistics: EMNLP 2023*, pages 2027–2051,
+Singapore. Association for Computational Linguistics.
+
+Besnik Fetahu, Sudipta Kar, Zhiyu Chen, Oleg Rokhlenko, and Shervin
+Malmasi. 2023b. <span class="nocase">SemEval-2023 Task 2: Fine-grained
+Multilingual Named Entity Recognition (MultiCoNER 2)</span>. In
+*Proceedings of the 17th international workshop on semantic evaluation
+(SemEval-2023)*. Association for Computational Linguistics.
+
+### MultiNERd
+
+The MultiNERd data originally published by Simone Tedeschi and Roberto Navigli is licensed under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://huggingface.co/datasets/Babelscape/multinerd.
+
+**References:**
+Simone Tedeschi and Roberto Navigli. 2022. [MultiNERD: A multilingual,
+multi-genre and fine-grained dataset for named entity recognition (and
+disambiguation)](https://doi.org/10.18653/v1/2022.findings-naacl.60). In
+*Findings of the association for computational linguistics: NAACL 2022*,
+pages 801–812, Seattle, United States. Association for Computational
+Linguistics.
+
+### NCBI-Disease
+
+The NCBI-Disease data has been dedicated to the public domain. The source dataset is available at https://www.ncbi.nlm.nih.gov/research/bionlp/Data/disease/.
+
+**References:**
+Rezarta Islamaj Doğan, Robert Leaman, and Zhiyong Lu. 2014. [NCBI
+disease corpus: A resource for disease name recognition and concept
+normalization](https://doi.org/10.1016/j.jbi.2013.12.006). *Journal of
+Biomedical Informatics*, 47:1–10.
+
+### NYTK-NerKor
+
+The NYTK-NerKor data originally published by Eszter Simon and Noémi Vadász is licensed under [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/nytud/NYTK-NerKor.
+
+**References:**
+Eszter Simon and Noémi Vadász. 2021. [Introducing NYTK-NerKor, A gold
+standard hungarian named entity annotated
+corpus](https://doi.org/10.1007/978-3-030-83527-9\_19). In *Text, speech,
+and dialogue - 24th international conference, TSD 2021, olomouc, czech
+republic, september 6-9, 2021, proceedings*, volume 12848, pages
+
+### Naamapadam
+
+The Naamapadam data was made available under the [CC0 public domain dedication](https://creativecommons.org/publicdomain/zero/1.0/). The source dataset is available at https://huggingface.co/datasets/ai4bharat/naamapadam.
+
+**References:**
+Arnav Mhaske, Harshit Kedia, Sumanth Doddapaneni, Mitesh M. Khapra,
+Pratyush Kumar, Rudra Murthy, and Anoop Kunchukuttan. 2023. [Naamapadam:
+A large-scale named entity annotated data for Indic
+languages](https://doi.org/10.18653/v1/2023.acl-long.582). In *Proceedings of
+the 61st annual meeting of the association for computational linguistics
+(volume 1: Long papers)*, pages 10441–10456, Toronto, Canada.
+Association for Computational Linguistics.
+
+### RaTE-NER
+
+The RaTE-NER data originally published by Weike Zhao, Chaoyi Wu, Xiaoman Zhang, Ya Zhang, Yanfeng Wang, and Weidi Xie is licensed under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://huggingface.co/datasets/Angelakeke/RaTE-NER.
+
+**References:**
+Weike Zhao, Chaoyi Wu, Xiaoman Zhang, Ya Zhang, Yanfeng Wang, and Weidi
+Xie. 2024. RaTEScore: A metric for radiology report generation. In
+*Proceedings of the 2024 conference on empirical methods in natural
+language processing*, pages 15004–15019.
+
+### SciREX
+
+The SciREX data originally published by Sarthak Jain, Madeleine van Zuylen, Hannaneh Hajishirzi, and Iz Beltagy is licensed under the [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0). The original `LICENSE` file can be found in the datasets's directory. The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/allenai/SciREX.
+
+**References:**
+Sarthak Jain, Madeleine van Zuylen, Hannaneh Hajishirzi, and Iz Beltagy.
+2020. [SciREX: A challenge dataset for document-level information
+extraction](https://doi.org/10.18653/v1/2020.acl-main.670). In
+*Proceedings of the 58th annual meeting of the association for
+computational linguistics*, pages 7506–7516, Online. Association for
+Computational Linguistics.
+
+### SOFC-Exp
+
+The SOFC-Exp data originally published by Annemarie Friedrich, Heike Adel, Federico Tomazic, Johannes Hingerl, Renou Benteau, Anika Marusczyk, and Lukas Lange is licensed under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/boschresearch/sofc-exp_textmining_resources.
+
+**References:**
+Annemarie Friedrich, Heike Adel, Federico Tomazic, Johannes Hingerl,
+Renou Benteau, Anika Marusczyk, and Lukas Lange. 2020. [The SOFC-Exp
+corpus and neural approaches to information extraction in the materials
+science domain](https://doi.org/10.18653/v1/2020.acl-main.116). In
+*Proceedings of the 58th annual meeting of the association for
+computational linguistics*, pages 1255–1268, Online. Association for
+Computational Linguistics.
+
+### SciER
+
+The SciER data originally published by Qi Zhang, Zhijia Chen, Huitong Pan, Cornelia Caragea, Longin Jan Latecki, and Eduard Dragut is licensed under [GPL 3.0](https://www.gnu.org/licenses/gpl-3.0.html). The original `LICENSE` file can be found in the datasets's directories. The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/edzq/SciER.
+
+**References:**
+Qi Zhang, Zhijia Chen, Huitong Pan, Cornelia Caragea, Longin Jan
+Latecki, and Eduard Dragut. 2024. [SciER: An entity and relation
+extraction dataset for datasets, methods, and tasks in scientific
+documents](https://doi.org/10.18653/v1/2024.emnlp-main.726). In *Proceedings
+of the 2024 conference on empirical methods in natural language
+processing*, pages 13083–13100, Miami, Florida, USA. Association for
+Computational Linguistics.
+
+### SoMeSci
+
+The SoMeSci data originally published by  David Schindler, Felix Bensmann, Stefan Dietze, and Frank Krüger is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/dave-s477/SoMeSci.
+
+**References:**
+David Schindler, Felix Bensmann, Stefan Dietze, and Frank Krü ger. 2021.
+[SoMeSci- a 5 star open data gold standard knowledge graph of software
+mentions in scientific
+articles](https://doi.org/10.1145/3459637.3482017). In *Proceedings of
+the 30th ACM international conference on information & knowledge
+management*, pages 4574–4583, New York, NY, USA. Association for
+Computing Machinery.
+
+David Schindler, Tazin Hossain, Sascha Spors, and Frank Krüger. 2024. [A
+multilevel analysis of data quality for formal software
+citation](https://doi.org/10.1162/qss_a_00309). *Quantitative Science
+Studies*, 5(3):637–667.
+
+### StackOverflowNER
+
+The StackOverflowNER data (Copyright © 2020 JeniyaTabassum) was made available under the [MIT license](https://opensource.org/licenses/MIT). The source dataset is available at https://github.com/jeniyat/StackOverflowNER.
+
+**References:**
+Jeniya Tabassum, Mounica Maddela, Wei Xu, and Alan Ritter. 2020. [Code
+and named entity recognition in
+StackOverflow](https://doi.org/10.18653/v1/2020.acl-main.443). In
+*Proceedings of the 58th annual meeting of the association for
+computational linguistics*, pages 4913–4926, Online. Association for
+Computational Linguistics.
+
+### TASTEset
+
+The TASTEset data (Copyright © 2022 taisti) was made available under the [MIT license](https://opensource.org/licenses/MIT). The source dataset is available at https://github.com/taisti/tasteset.
+
+**References:**
+Agnieszka Lawrynowicz, Anna Wróblewska, Agnieszka Kaliska, Maciej
+Pawlowski, Dawid Wiśniewski, Witold Sosnowski, and Jakub Dutkiewicz.
+2023. [Fine-grained and complex food entity recognition benchmark for
+ingredient substitution](https://doi.org/10.1145/3587259.3627543). In
+*Proceedings of the 12th knowledge capture conference 2023*, pages
+25–29, New York, NY, USA. Association for Computing Machinery.
+
+### Thai NER
+
+The Thai NER 2.2 data originally published by Wannaphong Phatthiyaphaibun is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://zenodo.org/records/10795907.
+
+**References:**
+Wannaphong Phatthiyaphaibun. 2024. [Thai NER
+2.2](https://doi.org/10.5281/zenodo.10795907).
+
+### Turku NER corpus
+
+The Turku NER corpus originally published by Jouni Luoma, Miika Oinonen, Maria Pyykönen, Veronika Laippala, and Sampo Pyysalo is licensed under [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/TurkuNLP/turku-ner-corpus.
+
+**References:**
+Jouni Luoma, Miika Oinonen, Maria Pyykönen, Veronika Laippala, and Sampo
+Pyysalo. 2020. [A broad-coverage corpus for Finnish named entity
+recognition](https://www.aclweb.org/anthology/2020.lrec-1.567). In
+*Proceedings of the 12th language resources and evaluation conference*,
+pages 4615–4624.
+
+### Tweebank-NER
+
+The Tweebank-NER data originally published by Hang Jiang, Yining Hua, Doug Beeferman, and Deb Roy is licensed under the [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0). The original `LICENSE` file can be found in the datasets's directory. The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/mit-ccc/TweebankNLP.
+
+**References:**
+Hang Jiang, Yining Hua, Doug Beeferman, and Deb Roy. 2022. [Annotating
+the tweebank corpus on named entity recognition and building NLP models
+for social media analysis](https://aclanthology.org/2022.lrec-1.780). In
+*Proceedings of the thirteenth language resources and evaluation
+conference*, pages 7199–7208, Marseille, France. European Language
+Resources Association.
+
+### UniversalNER
+
+The Danish-DDT (da_ddt), Serbian-SET (sr_set), Norwegian-NDT (nob_norne and nno_norne), Slovak-SNK (sk_snk), Croatian-SET (hr_set), Cebuano-GJA (ceb_gja), Chinese-GSD (zh_gsd), Chinese-GSDSIMP (zh_gsdsimp), English-EWT (en_ewt), Maghrebi_Arabic_French-Arabizi (qaf_arabizi), Portuguese-Bosque (pt_bosque), Swedish-PUD (sv_pud), Swedish-Talbanken (sv_talbanken), and Tagalog-TRG (tl_trg) subsets are licensed under [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/).
+
+The Chinese-PUD (zh_pud), English-PUD (en_pud), German-PUD (de_pud), Portuguese-PUD (pt_pud), and Russian-PUD (ru_pud) subsets are licensed under [CC BY-SA 3.0](https://creativecommons.org/licenses/by-sa/3.0/).
+
+The Tagalog-Ugnayan (tl_ugnayan) subset is licensed under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/).
+
+All subsets have been processed from their original source and converted to the MELD format. The corresponding source datasets for each subset can be found under https://github.com/UniversalNER.
+
+UniversalNER was originally published by Stephen Mayhew, Terra Blevins, Shuheng Liu, Marek Šuppa, Hila Gonen, Joseph Marvin Imperial, Börje F. Karlsson, Peiqin Lin, Nikola Ljubešić, LJ Miranda, Barbara Plank, Arij Riab, and Yuval Pinter. The Norwegian-NDT dataset was derived from the work of Fredrik Jørgensen, Tobias Aasmoe, Anne-Stine Ruud Husevåg, Lilja Øvrelid, and Erik Velldal. The Danish-DDT dataset was derived from the work of Barbara Plank, Kristian Nørgaard Jensen, and Rob van der Goot. See the references below for further details.
+
+**References:**
+Fredrik Jørgensen, Tobias Aasmoe, Anne-Stine Ruud Husevåg, Lilja
+Øvrelid, and Erik Velldal. 2020. [NorNE: Annotating named entities for
+Norwegian](https://aclanthology.org/2020.lrec-1.559/). In *Proceedings of
+the twelfth language resources and evaluation conference*, pages 4547–4556,
+Marseille, France. European Language Resources Association.
+
+Stephen Mayhew, Terra Blevins, Shuheng Liu, Marek Šuppa, Hila Gonen,
+Joseph Marvin Imperial, Börje F. Karlsson, Peiqin Lin, Nikola Ljubešić,
+LJ Miranda, Barbara Plank, Arij Riab, and Yuval Pinter. 2024. [Universal
+NER: A gold-standard multilingual named entity recognition
+benchmark](https://aclanthology.org/2024.naacl-long.243/). In
+*Proceedings of the 2024 conference of the north american chapter of the
+association for computational linguistics (NAACL)*.
+
+Barbara Plank, Kristian Nørgaard Jensen, and Rob van der Goot. 2020.
+[DaN+: Danish nested named entities and lexical
+normalization](https://doi.org/10.18653/v1/2020.coling-main.583). In *Proceedings of the
+28th international conference on computational linguistics*, pages
+6649–6662, Barcelona, Spain (Online). International Committee on
+Computational Linguistics.
+
+### WIESP2022
+
+The WIESP2022 data originally published by Felix Grezes, Sergi Blanco-Cuaresma, Thomas Allen, and Tirthankar Ghosal is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://huggingface.co/datasets/adsabs/WIESP2022-NER.
+
+**References:**
+Felix Grezes, Sergi Blanco-Cuaresma, Thomas Allen, and Tirthankar
+Ghosal. 2022. [Overview of the first shared task on detecting entities
+in the astrophysics literature
+(DEAL)](https://aclanthology.org/2022.wiesp-1.1). In *Proceedings of the
+first workshop on information extraction from scientific publications*,
+pages 1–7, Online. Association for Computational Linguistics.
+
+### WLP
+
+The WLP data (Copyright © 2018 chaitanya2334) was made available under the [MIT license](https://opensource.org/licenses/MIT). The source dataset is available at https://github.com/chaitanya2334/WLP-Dataset.
+
+**References:**
+Chaitanya Kulkarni, Wei Xu, Alan Ritter, and Raghu Machiraju. 2018. [An
+annotated corpus for machine reading of instructions in wet lab
+protocols](https://doi.org/10.18653/v1/N18-2016). In *Proceedings of the 2018 conference
+of the north American chapter of the association for computational
+linguistics: Human language technologies, volume 2 (short papers)*,
+pages 97–106, New Orleans, Louisiana. Association for Computational
+Linguistics.
+
+### WNUT2017
+
+The WNUT2017 data originally published by Leon Derczynski, Eric Nichols, Marieke van Erp, and Nut Limsopatham is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/leondz/emerging_entities_17.
+
+**References:**
+Leon Derczynski, Eric Nichols, Marieke van Erp, and Nut Limsopatham.
+2017. [Results of the WNUT2017 shared task on novel and emerging entity
+recognition](https://doi.org/10.18653/v1/W17-4418). In *Proceedings of
+the 3rd workshop on noisy user-generated text*, pages 140–147,
+Copenhagen, Denmark. Association for Computational Linguistics.
+
+### Weibo NER
+
+The Weibo NER corpus originally published by Nanyun Peng and Mark Dredze, with revisions by Hangfeng He, is licensed under [CC BY-SA 3.0](https://creativecommons.org/licenses/by-sa/3.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://github.com/hltcoe/golden-horse.
+
+**References:**
+Hangfeng He and Xu Sun. 2017. [F-score driven max margin neural network
+for named entity recognition in Chinese social
+media](https://aclanthology.org/E17-2113/). In *Proceedings of the 15th
+conference of the European chapter of the association for computational
+linguistics: Volume 2, short papers*, pages 713–718, Valencia, Spain.
+Association for Computational Linguistics.
+
+Nanyun Peng and Mark Dredze. 2015. Named entity recognition for chinese
+social media with jointly trained embeddings. In *Processings of the
+conference on empirical methods in natural language processing (EMNLP)*,
+pages 548--554.
+
+Nanyun Peng and Mark Dredze. 2016. Improving named entity recognition
+for chinese social media with word segmentation representation learning.
+In *Proceedings of the 54th annual meeting of the association for
+computational linguistics (ACL)*, volume 2, pages 149–155.
+
+### WikiNEuRal
+
+The WikiNEuRal data originally published by Simone Tedeschi, Valentino Maiorca, Niccolò Campolungo, Francesco Cecconi, and Roberto Navigli is licensed under [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/). The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://huggingface.co/datasets/Babelscape/wikineural.
+
+**References:**
+Simone Tedeschi, Valentino Maiorca, Niccolò Campolungo, Francesco
+Cecconi, and Roberto Navigli. 2021. [WikiNEuRal: Combined neural and
+knowledge-based silver data creation for multilingual
+NER](https://aclanthology.org/2021.findings-emnlp.215). In *Findings of
+the association for computational linguistics: EMNLP 2021*, pages
+2521–2533, Punta Cana, Dominican Republic. Association for Computational
+Linguistics.
+
+### idner news 2k
+
+The idner news 2k (Copyright © 2020 khairunnisaor) was made available under the [MIT license](https://opensource.org/licenses/MIT). The source dataset is available at https://github.com/khairunnisaor/idner-news-2k.
+
+**References:**
+Siti Oryza Khairunnisa, Aizhan Imankulova, and Mamoru Komachi. 2020.
+Towards a standardized dataset on indonesian named entity recognition.
+In *Proceedings of the 1st conference of the asia-pacific chapter of the
+association for computational linguistics and the 10th international
+joint conference on natural language processing: Student research
+workshop*.
+
+### pioNER
+
+The pioNER data originally published by Tsolak Ghukasyan, Garnik Davtyan, K. Avetisyan, and Ivan Andrianov is licensed under the [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0). The original `LICENSE` file can be found in the datasets's directory. The dataset has been processed from its original source and converted to the MELD format. The source dataset is available at https://huggingface.co/datasets/Karavet/pioNER-Armenian-Named-Entity.
+
+**References:**
+Tsolak Ghukasyan, Garnik Davtyan, K. Avetisyan, and Ivan Andrianov.
+2018. pioNER: Datasets and baselines for armenian named entity
+recognition. *2018 Ivannikov Ispras Open Conference (ISPRAS)*:56–61.
diff --git a/RaTE-NER--MIMIC_IV/test.parquet b/RaTE-NER--MIMIC_IV/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8f63cfba7a601678ee1e494ea5a93bb240c0dcd2
--- /dev/null
+++ b/RaTE-NER--MIMIC_IV/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e8f0bc8295d522bea8069fbcf3525506f2dc290cacca01e3d143854622b57e30
+size 139326
diff --git a/RaTE-NER--MIMIC_IV/train.parquet b/RaTE-NER--MIMIC_IV/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..1d2aaba32168206016f197a5bd1d0a1dba1b5575
--- /dev/null
+++ b/RaTE-NER--MIMIC_IV/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a7d3e1ac6445026a836d49c778778f9342348b7482012996e6eb1897e1dbc8d
+size 1009444
diff --git a/RaTE-NER--MIMIC_IV/validation.parquet b/RaTE-NER--MIMIC_IV/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..68ecdbdfd091b4946aa512e677bcec8726b951a6
--- /dev/null
+++ b/RaTE-NER--MIMIC_IV/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:187398246bbd3497429686b47ced8a802e0c49c60a244af0b357383474e9bc7e
+size 147041
diff --git a/RaTE-NER--Radiopaedia/test.parquet b/RaTE-NER--Radiopaedia/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e4f77917818ea6711a5d0fe6b8d87be475945ef1
--- /dev/null
+++ b/RaTE-NER--Radiopaedia/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b138361297599b8e04a1f386b640e5babd17602773537ea80404a6b5d2ff533
+size 390205
diff --git a/RaTE-NER--Radiopaedia/train.parquet b/RaTE-NER--Radiopaedia/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..4e30991a266489b3ee897882a8e3120319d2bbd2
--- /dev/null
+++ b/RaTE-NER--Radiopaedia/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8990ce21c3d4d9cd9ddde3c58dbdd09c08a8db95ffda17f4675e635c56bec7d5
+size 3148556
diff --git a/RaTE-NER--Radiopaedia/validation.parquet b/RaTE-NER--Radiopaedia/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b833368203ce5a2c7386364a0c957c4f9fff161c
--- /dev/null
+++ b/RaTE-NER--Radiopaedia/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e85eea07dd70e5ab3ff97ab99b6dd88f4e7657a207b4d9b18a94a8cd9170a9ba
+size 401250
diff --git a/SOFC-Exp--experiments_only/test.parquet b/SOFC-Exp--experiments_only/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e2431bec8e61e828e234797b7705b515b3434e26
--- /dev/null
+++ b/SOFC-Exp--experiments_only/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9ff594413d079e22a3de90ad5dde7f6aff1d857467a5a5a0bc92de908993f633
+size 64042
diff --git a/SOFC-Exp--experiments_only/train.parquet b/SOFC-Exp--experiments_only/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..06418252fd594dc258af0f0ca13aa6d1f966a1c1
--- /dev/null
+++ b/SOFC-Exp--experiments_only/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:499ade0b0403794eefbfab4ebda33b67fc3912310c69eb080a7d35c9a28b257b
+size 166372
diff --git a/SOFC-Exp--experiments_only/validation.parquet b/SOFC-Exp--experiments_only/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..cd1f14df0199a5a2db2fe2578422605e05046ac7
--- /dev/null
+++ b/SOFC-Exp--experiments_only/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8613b785e3b97353b700e1d72a8af4e89e64968e221e5041c1ba0325a0a34c71
+size 48705
diff --git a/SOFC-Exp--full/test.parquet b/SOFC-Exp--full/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..cad36ee8412c6610b731269ac734b6eaee9e97c7
--- /dev/null
+++ b/SOFC-Exp--full/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:68100964016fb689b5e37946196800f1c3e25fa6809ea8631b1345843fa0e0d4
+size 170451
diff --git a/SOFC-Exp--full/train.parquet b/SOFC-Exp--full/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..9608c976adb2652d8cca2f9bafb5c857c8aee611
--- /dev/null
+++ b/SOFC-Exp--full/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1926ea285e6fbc2be61f1fb3aa571358a875c55775ce6a459b6d84a9e633e93a
+size 496463
diff --git a/SOFC-Exp--full/validation.parquet b/SOFC-Exp--full/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e9319f921a7dd73248a06dcfe21110b72ec037c4
--- /dev/null
+++ b/SOFC-Exp--full/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f6952474e6f6206dc71e8c744c62b924a0e7384866cc5a0af539b29eb9a0c29e
+size 138191
diff --git a/SciER--in_domain/LICENSE b/SciER--in_domain/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..f288702d2fa16d3cdf0035b15a9fcbc552cd88e7
--- /dev/null
+++ b/SciER--in_domain/LICENSE
@@ -0,0 +1,674 @@
+                    GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU General Public License is a free, copyleft license for
+software and other kinds of works.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+the GNU General Public License is intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.  We, the Free Software Foundation, use the
+GNU General Public License for most of our software; it applies also to
+any other work released this way by its authors.  You can apply it to
+your programs, too.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+  To protect your rights, we need to prevent others from denying you
+these rights or asking you to surrender the rights.  Therefore, you have
+certain responsibilities if you distribute copies of the software, or if
+you modify it: responsibilities to respect the freedom of others.
+
+  For example, if you distribute copies of such a program, whether
+gratis or for a fee, you must pass on to the recipients the same
+freedoms that you received.  You must make sure that they, too, receive
+or can get the source code.  And you must show them these terms so they
+know their rights.
+
+  Developers that use the GNU GPL protect your rights with two steps:
+(1) assert copyright on the software, and (2) offer you this License
+giving you legal permission to copy, distribute and/or modify it.
+
+  For the developers' and authors' protection, the GPL clearly explains
+that there is no warranty for this free software.  For both users' and
+authors' sake, the GPL requires that modified versions be marked as
+changed, so that their problems will not be attributed erroneously to
+authors of previous versions.
+
+  Some devices are designed to deny users access to install or run
+modified versions of the software inside them, although the manufacturer
+can do so.  This is fundamentally incompatible with the aim of
+protecting users' freedom to change the software.  The systematic
+pattern of such abuse occurs in the area of products for individuals to
+use, which is precisely where it is most unacceptable.  Therefore, we
+have designed this version of the GPL to prohibit the practice for those
+products.  If such problems arise substantially in other domains, we
+stand ready to extend this provision to those domains in future versions
+of the GPL, as needed to protect the freedom of users.
+
+  Finally, every program is threatened constantly by software patents.
+States should not allow patents to restrict development and use of
+software on general-purpose computers, but in those that do, we wish to
+avoid the special danger that patents applied to a free program could
+make it effectively proprietary.  To prevent this, the GPL assures that
+patents cannot be used to render the program non-free.
+
+  The precise terms and conditions for copying, distribution and
+modification follow.
+
+                       TERMS AND CONDITIONS
+
+  0. Definitions.
+
+  "This License" refers to version 3 of the GNU General Public License.
+
+  "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+  "The Program" refers to any copyrightable work licensed under this
+License.  Each licensee is addressed as "you".  "Licensees" and
+"recipients" may be individuals or organizations.
+
+  To "modify" a work means to copy from or adapt all or part of the work
+in a fashion requiring copyright permission, other than the making of an
+exact copy.  The resulting work is called a "modified version" of the
+earlier work or a work "based on" the earlier work.
+
+  A "covered work" means either the unmodified Program or a work based
+on the Program.
+
+  To "propagate" a work means to do anything with it that, without
+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
+computer or modifying a private copy.  Propagation includes copying,
+distribution (with or without modification), making available to the
+public, and in some countries other activities as well.
+
+  To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies.  Mere interaction with a user through
+a computer network, with no transfer of a copy, is not conveying.
+
+  An interactive user interface displays "Appropriate Legal Notices"
+to the extent that it includes a convenient and prominently visible
+feature that (1) displays an appropriate copyright notice, and (2)
+tells the user that there is no warranty for the work (except to the
+extent that warranties are provided), that licensees may convey the
+work under this License, and how to view a copy of this License.  If
+the interface presents a list of user commands or options, such as a
+menu, a prominent item in the list meets this criterion.
+
+  1. Source Code.
+
+  The "source code" for a work means the preferred form of the work
+for making modifications to it.  "Object code" means any non-source
+form of a work.
+
+  A "Standard Interface" means an interface that either is an official
+standard defined by a recognized standards body, or, in the case of
+interfaces specified for a particular programming language, one that
+is widely used among developers working in that language.
+
+  The "System Libraries" of an executable work include anything, other
+than the work as a whole, that (a) is included in the normal form of
+packaging a Major Component, but which is not part of that Major
+Component, and (b) serves only to enable use of the work with that
+Major Component, or to implement a Standard Interface for which an
+implementation is available to the public in source code form.  A
+"Major Component", in this context, means a major essential component
+(kernel, window system, and so on) of the specific operating system
+(if any) on which the executable work runs, or a compiler used to
+produce the work, or an object code interpreter used to run it.
+
+  The "Corresponding Source" for a work in object code form means all
+the source code needed to generate, install, and (for an executable
+work) run the object code and to modify the work, including scripts to
+control those activities.  However, it does not include the work's
+System Libraries, or general-purpose tools or generally available free
+programs which are used unmodified in performing those activities but
+which are not part of the work.  For example, Corresponding Source
+includes interface definition files associated with source files for
+the work, and the source code for shared libraries and dynamically
+linked subprograms that the work is specifically designed to require,
+such as by intimate data communication or control flow between those
+subprograms and other parts of the work.
+
+  The Corresponding Source need not include anything that users
+can regenerate automatically from other parts of the Corresponding
+Source.
+
+  The Corresponding Source for a work in source code form is that
+same work.
+
+  2. Basic Permissions.
+
+  All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
+covered work is covered by this License only if the output, given its
+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+  You may make, run and propagate covered works that you do not
+convey, without conditions so long as your license otherwise remains
+in force.  You may convey covered works to others for the sole purpose
+of having them make modifications exclusively for you, or provide you
+with facilities for running those works, provided that you comply with
+the terms of this License in conveying all material for which you do
+not control copyright.  Those thus making or running the covered works
+for you must do so exclusively on your behalf, under your direction
+and control, on terms that prohibit them from making any copies of
+your copyrighted material outside their relationship with you.
+
+  Conveying under any other circumstances is permitted solely under
+the conditions stated below.  Sublicensing is not allowed; section 10
+makes it unnecessary.
+
+  3. Protecting Users' Legal Rights From Anti-Circumvention Law.
+
+  No covered work shall be deemed part of an effective technological
+measure under any applicable law fulfilling obligations under article
+11 of the WIPO copyright treaty adopted on 20 December 1996, or
+similar laws prohibiting or restricting circumvention of such
+measures.
+
+  When you convey a covered work, you waive any legal power to forbid
+circumvention of technological measures to the extent such circumvention
+is effected by exercising rights under this License with respect to
+the covered work, and you disclaim any intention to limit operation or
+modification of the work as a means of enforcing, against the work's
+users, your or third parties' legal rights to forbid circumvention of
+technological measures.
+
+  4. Conveying Verbatim Copies.
+
+  You may convey verbatim copies of the Program's source code as you
+receive it, in any medium, provided that you conspicuously and
+appropriately publish on each copy an appropriate copyright notice;
+keep intact all notices stating that this License and any
+non-permissive terms added in accord with section 7 apply to the code;
+keep intact all notices of the absence of any warranty; and give all
+recipients a copy of this License along with the Program.
+
+  You may charge any price or no price for each copy that you convey,
+and you may offer support or warranty protection for a fee.
+
+  5. Conveying Modified Source Versions.
+
+  You may convey a work based on the Program, or the modifications to
+produce it from the Program, in the form of source code under the
+terms of section 4, provided that you also meet all of these conditions:
+
+    a) The work must carry prominent notices stating that you modified
+    it, and giving a relevant date.
+
+    b) The work must carry prominent notices stating that it is
+    released under this License and any conditions added under section
+    7.  This requirement modifies the requirement in section 4 to
+    "keep intact all notices".
+
+    c) You must license the entire work, as a whole, under this
+    License to anyone who comes into possession of a copy.  This
+    License will therefore apply, along with any applicable section 7
+    additional terms, to the whole of the work, and all its parts,
+    regardless of how they are packaged.  This License gives no
+    permission to license the work in any other way, but it does not
+    invalidate such permission if you have separately received it.
+
+    d) If the work has interactive user interfaces, each must display
+    Appropriate Legal Notices; however, if the Program has interactive
+    interfaces that do not display Appropriate Legal Notices, your
+    work need not make them do so.
+
+  A compilation of a covered work with other separate and independent
+works, which are not by their nature extensions of the covered work,
+and which are not combined with it such as to form a larger program,
+in or on a volume of a storage or distribution medium, is called an
+"aggregate" if the compilation and its resulting copyright are not
+used to limit the access or legal rights of the compilation's users
+beyond what the individual works permit.  Inclusion of a covered work
+in an aggregate does not cause this License to apply to the other
+parts of the aggregate.
+
+  6. Conveying Non-Source Forms.
+
+  You may convey a covered work in object code form under the terms
+of sections 4 and 5, provided that you also convey the
+machine-readable Corresponding Source under the terms of this License,
+in one of these ways:
+
+    a) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by the
+    Corresponding Source fixed on a durable physical medium
+    customarily used for software interchange.
+
+    b) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by a
+    written offer, valid for at least three years and valid for as
+    long as you offer spare parts or customer support for that product
+    model, to give anyone who possesses the object code either (1) a
+    copy of the Corresponding Source for all the software in the
+    product that is covered by this License, on a durable physical
+    medium customarily used for software interchange, for a price no
+    more than your reasonable cost of physically performing this
+    conveying of source, or (2) access to copy the
+    Corresponding Source from a network server at no charge.
+
+    c) Convey individual copies of the object code with a copy of the
+    written offer to provide the Corresponding Source.  This
+    alternative is allowed only occasionally and noncommercially, and
+    only if you received the object code with such an offer, in accord
+    with subsection 6b.
+
+    d) Convey the object code by offering access from a designated
+    place (gratis or for a charge), and offer equivalent access to the
+    Corresponding Source in the same way through the same place at no
+    further charge.  You need not require recipients to copy the
+    Corresponding Source along with the object code.  If the place to
+    copy the object code is a network server, the Corresponding Source
+    may be on a different server (operated by you or a third party)
+    that supports equivalent copying facilities, provided you maintain
+    clear directions next to the object code saying where to find the
+    Corresponding Source.  Regardless of what server hosts the
+    Corresponding Source, you remain obligated to ensure that it is
+    available for as long as needed to satisfy these requirements.
+
+    e) Convey the object code using peer-to-peer transmission, provided
+    you inform other peers where the object code and Corresponding
+    Source of the work are being offered to the general public at no
+    charge under subsection 6d.
+
+  A separable portion of the object code, whose source code is excluded
+from the Corresponding Source as a System Library, need not be
+included in conveying the object code work.
+
+  A "User Product" is either (1) a "consumer product", which means any
+tangible personal property which is normally used for personal, family,
+or household purposes, or (2) anything designed or sold for incorporation
+into a dwelling.  In determining whether a product is a consumer product,
+doubtful cases shall be resolved in favor of coverage.  For a particular
+product received by a particular user, "normally used" refers to a
+typical or common use of that class of product, regardless of the status
+of the particular user or of the way in which the particular user
+actually uses, or expects or is expected to use, the product.  A product
+is a consumer product regardless of whether the product has substantial
+commercial, industrial or non-consumer uses, unless such uses represent
+the only significant mode of use of the product.
+
+  "Installation Information" for a User Product means any methods,
+procedures, authorization keys, or other information required to install
+and execute modified versions of a covered work in that User Product from
+a modified version of its Corresponding Source.  The information must
+suffice to ensure that the continued functioning of the modified object
+code is in no case prevented or interfered with solely because
+modification has been made.
+
+  If you convey an object code work under this section in, or with, or
+specifically for use in, a User Product, and the conveying occurs as
+part of a transaction in which the right of possession and use of the
+User Product is transferred to the recipient in perpetuity or for a
+fixed term (regardless of how the transaction is characterized), the
+Corresponding Source conveyed under this section must be accompanied
+by the Installation Information.  But this requirement does not apply
+if neither you nor any third party retains the ability to install
+modified object code on the User Product (for example, the work has
+been installed in ROM).
+
+  The requirement to provide Installation Information does not include a
+requirement to continue to provide support service, warranty, or updates
+for a work that has been modified or installed by the recipient, or for
+the User Product in which it has been modified or installed.  Access to a
+network may be denied when the modification itself materially and
+adversely affects the operation of the network or violates the rules and
+protocols for communication across the network.
+
+  Corresponding Source conveyed, and Installation Information provided,
+in accord with this section must be in a format that is publicly
+documented (and with an implementation available to the public in
+source code form), and must require no special password or key for
+unpacking, reading or copying.
+
+  7. Additional Terms.
+
+  "Additional permissions" are terms that supplement the terms of this
+License by making exceptions from one or more of its conditions.
+Additional permissions that are applicable to the entire Program shall
+be treated as though they were included in this License, to the extent
+that they are valid under applicable law.  If additional permissions
+apply only to part of the Program, that part may be used separately
+under those permissions, but the entire Program remains governed by
+this License without regard to the additional permissions.
+
+  When you convey a copy of a covered work, you may at your option
+remove any additional permissions from that copy, or from any part of
+it.  (Additional permissions may be written to require their own
+removal in certain cases when you modify the work.)  You may place
+additional permissions on material, added by you to a covered work,
+for which you have or can give appropriate copyright permission.
+
+  Notwithstanding any other provision of this License, for material you
+add to a covered work, you may (if authorized by the copyright holders of
+that material) supplement the terms of this License with terms:
+
+    a) Disclaiming warranty or limiting liability differently from the
+    terms of sections 15 and 16 of this License; or
+
+    b) Requiring preservation of specified reasonable legal notices or
+    author attributions in that material or in the Appropriate Legal
+    Notices displayed by works containing it; or
+
+    c) Prohibiting misrepresentation of the origin of that material, or
+    requiring that modified versions of such material be marked in
+    reasonable ways as different from the original version; or
+
+    d) Limiting the use for publicity purposes of names of licensors or
+    authors of the material; or
+
+    e) Declining to grant rights under trademark law for use of some
+    trade names, trademarks, or service marks; or
+
+    f) Requiring indemnification of licensors and authors of that
+    material by anyone who conveys the material (or modified versions of
+    it) with contractual assumptions of liability to the recipient, for
+    any liability that these contractual assumptions directly impose on
+    those licensors and authors.
+
+  All other non-permissive additional terms are considered "further
+restrictions" within the meaning of section 10.  If the Program as you
+received it, or any part of it, contains a notice stating that it is
+governed by this License along with a term that is a further
+restriction, you may remove that term.  If a license document contains
+a further restriction but permits relicensing or conveying under this
+License, you may add to a covered work material governed by the terms
+of that license document, provided that the further restriction does
+not survive such relicensing or conveying.
+
+  If you add terms to a covered work in accord with this section, you
+must place, in the relevant source files, a statement of the
+additional terms that apply to those files, or a notice indicating
+where to find the applicable terms.
+
+  Additional terms, permissive or non-permissive, may be stated in the
+form of a separately written license, or stated as exceptions;
+the above requirements apply either way.
+
+  8. Termination.
+
+  You may not propagate or modify a covered work except as expressly
+provided under this License.  Any attempt otherwise to propagate or
+modify it is void, and will automatically terminate your rights under
+this License (including any patent licenses granted under the third
+paragraph of section 11).
+
+  However, if you cease all violation of this License, then your
+license from a particular copyright holder is reinstated (a)
+provisionally, unless and until the copyright holder explicitly and
+finally terminates your license, and (b) permanently, if the copyright
+holder fails to notify you of the violation by some reasonable means
+prior to 60 days after the cessation.
+
+  Moreover, your license from a particular copyright holder is
+reinstated permanently if the copyright holder notifies you of the
+violation by some reasonable means, this is the first time you have
+received notice of violation of this License (for any work) from that
+copyright holder, and you cure the violation prior to 30 days after
+your receipt of the notice.
+
+  Termination of your rights under this section does not terminate the
+licenses of parties who have received copies or rights from you under
+this License.  If your rights have been terminated and not permanently
+reinstated, you do not qualify to receive new licenses for the same
+material under section 10.
+
+  9. Acceptance Not Required for Having Copies.
+
+  You are not required to accept this License in order to receive or
+run a copy of the Program.  Ancillary propagation of a covered work
+occurring solely as a consequence of using peer-to-peer transmission
+to receive a copy likewise does not require acceptance.  However,
+nothing other than this License grants you permission to propagate or
+modify any covered work.  These actions infringe copyright if you do
+not accept this License.  Therefore, by modifying or propagating a
+covered work, you indicate your acceptance of this License to do so.
+
+  10. Automatic Licensing of Downstream Recipients.
+
+  Each time you convey a covered work, the recipient automatically
+receives a license from the original licensors, to run, modify and
+propagate that work, subject to this License.  You are not responsible
+for enforcing compliance by third parties with this License.
+
+  An "entity transaction" is a transaction transferring control of an
+organization, or substantially all assets of one, or subdividing an
+organization, or merging organizations.  If propagation of a covered
+work results from an entity transaction, each party to that
+transaction who receives a copy of the work also receives whatever
+licenses to the work the party's predecessor in interest had or could
+give under the previous paragraph, plus a right to possession of the
+Corresponding Source of the work from the predecessor in interest, if
+the predecessor has it or can get it with reasonable efforts.
+
+  You may not impose any further restrictions on the exercise of the
+rights granted or affirmed under this License.  For example, you may
+not impose a license fee, royalty, or other charge for exercise of
+rights granted under this License, and you may not initiate litigation
+(including a cross-claim or counterclaim in a lawsuit) alleging that
+any patent claim is infringed by making, using, selling, offering for
+sale, or importing the Program or any portion of it.
+
+  11. Patents.
+
+  A "contributor" is a copyright holder who authorizes use under this
+License of the Program or a work on which the Program is based.  The
+work thus licensed is called the contributor's "contributor version".
+
+  A contributor's "essential patent claims" are all patent claims
+owned or controlled by the contributor, whether already acquired or
+hereafter acquired, that would be infringed by some manner, permitted
+by this License, of making, using, or selling its contributor version,
+but do not include claims that would be infringed only as a
+consequence of further modification of the contributor version.  For
+purposes of this definition, "control" includes the right to grant
+patent sublicenses in a manner consistent with the requirements of
+this License.
+
+  Each contributor grants you a non-exclusive, worldwide, royalty-free
+patent license under the contributor's essential patent claims, to
+make, use, sell, offer for sale, import and otherwise run, modify and
+propagate the contents of its contributor version.
+
+  In the following three paragraphs, a "patent license" is any express
+agreement or commitment, however denominated, not to enforce a patent
+(such as an express permission to practice a patent or covenant not to
+sue for patent infringement).  To "grant" such a patent license to a
+party means to make such an agreement or commitment not to enforce a
+patent against the party.
+
+  If you convey a covered work, knowingly relying on a patent license,
+and the Corresponding Source of the work is not available for anyone
+to copy, free of charge and under the terms of this License, through a
+publicly available network server or other readily accessible means,
+then you must either (1) cause the Corresponding Source to be so
+available, or (2) arrange to deprive yourself of the benefit of the
+patent license for this particular work, or (3) arrange, in a manner
+consistent with the requirements of this License, to extend the patent
+license to downstream recipients.  "Knowingly relying" means you have
+actual knowledge that, but for the patent license, your conveying the
+covered work in a country, or your recipient's use of the covered work
+in a country, would infringe one or more identifiable patents in that
+country that you have reason to believe are valid.
+
+  If, pursuant to or in connection with a single transaction or
+arrangement, you convey, or propagate by procuring conveyance of, a
+covered work, and grant a patent license to some of the parties
+receiving the covered work authorizing them to use, propagate, modify
+or convey a specific copy of the covered work, then the patent license
+you grant is automatically extended to all recipients of the covered
+work and works based on it.
+
+  A patent license is "discriminatory" if it does not include within
+the scope of its coverage, prohibits the exercise of, or is
+conditioned on the non-exercise of one or more of the rights that are
+specifically granted under this License.  You may not convey a covered
+work if you are a party to an arrangement with a third party that is
+in the business of distributing software, under which you make payment
+to the third party based on the extent of your activity of conveying
+the work, and under which the third party grants, to any of the
+parties who would receive the covered work from you, a discriminatory
+patent license (a) in connection with copies of the covered work
+conveyed by you (or copies made from those copies), or (b) primarily
+for and in connection with specific products or compilations that
+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+  12. No Surrender of Others' Freedom.
+
+  If conditions are imposed on you (whether by court order, agreement or
+otherwise) that contradict the conditions of this License, they do not
+excuse you from the conditions of this License.  If you cannot convey a
+covered work so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you may
+not convey it at all.  For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+  13. Use with the GNU Affero General Public License.
+
+  Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU Affero General Public License into a single
+combined work, and to convey the resulting work.  The terms of this
+License will continue to apply to the part which is the covered work,
+but the special requirements of the GNU Affero General Public License,
+section 13, concerning interaction through a network will apply to the
+combination as such.
+
+  14. Revised Versions of this License.
+
+  The Free Software Foundation may publish revised and/or new versions of
+the GNU General Public License from time to time.  Such new versions will
+be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+  Each version is given a distinguishing version number.  If the
+Program specifies that a certain numbered version of the GNU General
+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation.  If the Program does not specify a version number of the
+GNU General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+  If the Program specifies that a proxy can decide which future
+versions of the GNU General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+  Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
+OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU General Public License for more details.
+
+    You should have received a copy of the GNU General Public License
+    along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+    <program>  Copyright (C) <year>  <name of author>
+    This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+    This is free software, and you are welcome to redistribute it
+    under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License.  Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<https://www.gnu.org/licenses/>.
+
+  The GNU General Public License does not permit incorporating your program
+into proprietary programs.  If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library.  If this is what you want to do, use the GNU Lesser General
+Public License instead of this License.  But first, please read
+<https://www.gnu.org/licenses/why-not-lgpl.html>.
diff --git a/SciER--in_domain/test.parquet b/SciER--in_domain/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6ee9cb36d8639f20c3c584fa68389a8bd4ee7296
--- /dev/null
+++ b/SciER--in_domain/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aaee242dad7552d0ddaf93796b2f4fde400fc12f6e591f514f2307b903f44e90
+size 98548
diff --git a/SciER--in_domain/train.parquet b/SciER--in_domain/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a0f96051b8eb90836117e58894d4a1b9ad6a678e
--- /dev/null
+++ b/SciER--in_domain/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6aa8cff2ba7e251b7b8ce8dfd8296dec562df1d1249f568940351ee2a32e132f
+size 529423
diff --git a/SciER--in_domain/validation.parquet b/SciER--in_domain/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..9884b2907b9ece3e6fbc1e79e733528983b9b180
--- /dev/null
+++ b/SciER--in_domain/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:90b08f420b0ae780aaca1afd1da949eab93ed88ae41bc52b16b9ed4b70be707a
+size 74414
diff --git a/SciER--out_of_domain/LICENSE b/SciER--out_of_domain/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..f288702d2fa16d3cdf0035b15a9fcbc552cd88e7
--- /dev/null
+++ b/SciER--out_of_domain/LICENSE
@@ -0,0 +1,674 @@
+                    GNU GENERAL PUBLIC LICENSE
+                       Version 3, 29 June 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
+  The GNU General Public License is a free, copyleft license for
+software and other kinds of works.
+
+  The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works.  By contrast,
+the GNU General Public License is intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.  We, the Free Software Foundation, use the
+GNU General Public License for most of our software; it applies also to
+any other work released this way by its authors.  You can apply it to
+your programs, too.
+
+  When we speak of free software, we are referring to freedom, not
+price.  Our General Public Licenses are designed to make sure that you
+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+  To protect your rights, we need to prevent others from denying you
+these rights or asking you to surrender the rights.  Therefore, you have
+certain responsibilities if you distribute copies of the software, or if
+you modify it: responsibilities to respect the freedom of others.
+
+  For example, if you distribute copies of such a program, whether
+gratis or for a fee, you must pass on to the recipients the same
+freedoms that you received.  You must make sure that they, too, receive
+or can get the source code.  And you must show them these terms so they
+know their rights.
+
+  Developers that use the GNU GPL protect your rights with two steps:
+(1) assert copyright on the software, and (2) offer you this License
+giving you legal permission to copy, distribute and/or modify it.
+
+  For the developers' and authors' protection, the GPL clearly explains
+that there is no warranty for this free software.  For both users' and
+authors' sake, the GPL requires that modified versions be marked as
+changed, so that their problems will not be attributed erroneously to
+authors of previous versions.
+
+  Some devices are designed to deny users access to install or run
+modified versions of the software inside them, although the manufacturer
+can do so.  This is fundamentally incompatible with the aim of
+protecting users' freedom to change the software.  The systematic
+pattern of such abuse occurs in the area of products for individuals to
+use, which is precisely where it is most unacceptable.  Therefore, we
+have designed this version of the GPL to prohibit the practice for those
+products.  If such problems arise substantially in other domains, we
+stand ready to extend this provision to those domains in future versions
+of the GPL, as needed to protect the freedom of users.
+
+  Finally, every program is threatened constantly by software patents.
+States should not allow patents to restrict development and use of
+software on general-purpose computers, but in those that do, we wish to
+avoid the special danger that patents applied to a free program could
+make it effectively proprietary.  To prevent this, the GPL assures that
+patents cannot be used to render the program non-free.
+
+  The precise terms and conditions for copying, distribution and
+modification follow.
+
+                       TERMS AND CONDITIONS
+
+  0. Definitions.
+
+  "This License" refers to version 3 of the GNU General Public License.
+
+  "Copyright" also means copyright-like laws that apply to other kinds of
+works, such as semiconductor masks.
+
+  "The Program" refers to any copyrightable work licensed under this
+License.  Each licensee is addressed as "you".  "Licensees" and
+"recipients" may be individuals or organizations.
+
+  To "modify" a work means to copy from or adapt all or part of the work
+in a fashion requiring copyright permission, other than the making of an
+exact copy.  The resulting work is called a "modified version" of the
+earlier work or a work "based on" the earlier work.
+
+  A "covered work" means either the unmodified Program or a work based
+on the Program.
+
+  To "propagate" a work means to do anything with it that, without
+permission, would make you directly or secondarily liable for
+infringement under applicable copyright law, except executing it on a
+computer or modifying a private copy.  Propagation includes copying,
+distribution (with or without modification), making available to the
+public, and in some countries other activities as well.
+
+  To "convey" a work means any kind of propagation that enables other
+parties to make or receive copies.  Mere interaction with a user through
+a computer network, with no transfer of a copy, is not conveying.
+
+  An interactive user interface displays "Appropriate Legal Notices"
+to the extent that it includes a convenient and prominently visible
+feature that (1) displays an appropriate copyright notice, and (2)
+tells the user that there is no warranty for the work (except to the
+extent that warranties are provided), that licensees may convey the
+work under this License, and how to view a copy of this License.  If
+the interface presents a list of user commands or options, such as a
+menu, a prominent item in the list meets this criterion.
+
+  1. Source Code.
+
+  The "source code" for a work means the preferred form of the work
+for making modifications to it.  "Object code" means any non-source
+form of a work.
+
+  A "Standard Interface" means an interface that either is an official
+standard defined by a recognized standards body, or, in the case of
+interfaces specified for a particular programming language, one that
+is widely used among developers working in that language.
+
+  The "System Libraries" of an executable work include anything, other
+than the work as a whole, that (a) is included in the normal form of
+packaging a Major Component, but which is not part of that Major
+Component, and (b) serves only to enable use of the work with that
+Major Component, or to implement a Standard Interface for which an
+implementation is available to the public in source code form.  A
+"Major Component", in this context, means a major essential component
+(kernel, window system, and so on) of the specific operating system
+(if any) on which the executable work runs, or a compiler used to
+produce the work, or an object code interpreter used to run it.
+
+  The "Corresponding Source" for a work in object code form means all
+the source code needed to generate, install, and (for an executable
+work) run the object code and to modify the work, including scripts to
+control those activities.  However, it does not include the work's
+System Libraries, or general-purpose tools or generally available free
+programs which are used unmodified in performing those activities but
+which are not part of the work.  For example, Corresponding Source
+includes interface definition files associated with source files for
+the work, and the source code for shared libraries and dynamically
+linked subprograms that the work is specifically designed to require,
+such as by intimate data communication or control flow between those
+subprograms and other parts of the work.
+
+  The Corresponding Source need not include anything that users
+can regenerate automatically from other parts of the Corresponding
+Source.
+
+  The Corresponding Source for a work in source code form is that
+same work.
+
+  2. Basic Permissions.
+
+  All rights granted under this License are granted for the term of
+copyright on the Program, and are irrevocable provided the stated
+conditions are met.  This License explicitly affirms your unlimited
+permission to run the unmodified Program.  The output from running a
+covered work is covered by this License only if the output, given its
+content, constitutes a covered work.  This License acknowledges your
+rights of fair use or other equivalent, as provided by copyright law.
+
+  You may make, run and propagate covered works that you do not
+convey, without conditions so long as your license otherwise remains
+in force.  You may convey covered works to others for the sole purpose
+of having them make modifications exclusively for you, or provide you
+with facilities for running those works, provided that you comply with
+the terms of this License in conveying all material for which you do
+not control copyright.  Those thus making or running the covered works
+for you must do so exclusively on your behalf, under your direction
+and control, on terms that prohibit them from making any copies of
+your copyrighted material outside their relationship with you.
+
+  Conveying under any other circumstances is permitted solely under
+the conditions stated below.  Sublicensing is not allowed; section 10
+makes it unnecessary.
+
+  3. Protecting Users' Legal Rights From Anti-Circumvention Law.
+
+  No covered work shall be deemed part of an effective technological
+measure under any applicable law fulfilling obligations under article
+11 of the WIPO copyright treaty adopted on 20 December 1996, or
+similar laws prohibiting or restricting circumvention of such
+measures.
+
+  When you convey a covered work, you waive any legal power to forbid
+circumvention of technological measures to the extent such circumvention
+is effected by exercising rights under this License with respect to
+the covered work, and you disclaim any intention to limit operation or
+modification of the work as a means of enforcing, against the work's
+users, your or third parties' legal rights to forbid circumvention of
+technological measures.
+
+  4. Conveying Verbatim Copies.
+
+  You may convey verbatim copies of the Program's source code as you
+receive it, in any medium, provided that you conspicuously and
+appropriately publish on each copy an appropriate copyright notice;
+keep intact all notices stating that this License and any
+non-permissive terms added in accord with section 7 apply to the code;
+keep intact all notices of the absence of any warranty; and give all
+recipients a copy of this License along with the Program.
+
+  You may charge any price or no price for each copy that you convey,
+and you may offer support or warranty protection for a fee.
+
+  5. Conveying Modified Source Versions.
+
+  You may convey a work based on the Program, or the modifications to
+produce it from the Program, in the form of source code under the
+terms of section 4, provided that you also meet all of these conditions:
+
+    a) The work must carry prominent notices stating that you modified
+    it, and giving a relevant date.
+
+    b) The work must carry prominent notices stating that it is
+    released under this License and any conditions added under section
+    7.  This requirement modifies the requirement in section 4 to
+    "keep intact all notices".
+
+    c) You must license the entire work, as a whole, under this
+    License to anyone who comes into possession of a copy.  This
+    License will therefore apply, along with any applicable section 7
+    additional terms, to the whole of the work, and all its parts,
+    regardless of how they are packaged.  This License gives no
+    permission to license the work in any other way, but it does not
+    invalidate such permission if you have separately received it.
+
+    d) If the work has interactive user interfaces, each must display
+    Appropriate Legal Notices; however, if the Program has interactive
+    interfaces that do not display Appropriate Legal Notices, your
+    work need not make them do so.
+
+  A compilation of a covered work with other separate and independent
+works, which are not by their nature extensions of the covered work,
+and which are not combined with it such as to form a larger program,
+in or on a volume of a storage or distribution medium, is called an
+"aggregate" if the compilation and its resulting copyright are not
+used to limit the access or legal rights of the compilation's users
+beyond what the individual works permit.  Inclusion of a covered work
+in an aggregate does not cause this License to apply to the other
+parts of the aggregate.
+
+  6. Conveying Non-Source Forms.
+
+  You may convey a covered work in object code form under the terms
+of sections 4 and 5, provided that you also convey the
+machine-readable Corresponding Source under the terms of this License,
+in one of these ways:
+
+    a) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by the
+    Corresponding Source fixed on a durable physical medium
+    customarily used for software interchange.
+
+    b) Convey the object code in, or embodied in, a physical product
+    (including a physical distribution medium), accompanied by a
+    written offer, valid for at least three years and valid for as
+    long as you offer spare parts or customer support for that product
+    model, to give anyone who possesses the object code either (1) a
+    copy of the Corresponding Source for all the software in the
+    product that is covered by this License, on a durable physical
+    medium customarily used for software interchange, for a price no
+    more than your reasonable cost of physically performing this
+    conveying of source, or (2) access to copy the
+    Corresponding Source from a network server at no charge.
+
+    c) Convey individual copies of the object code with a copy of the
+    written offer to provide the Corresponding Source.  This
+    alternative is allowed only occasionally and noncommercially, and
+    only if you received the object code with such an offer, in accord
+    with subsection 6b.
+
+    d) Convey the object code by offering access from a designated
+    place (gratis or for a charge), and offer equivalent access to the
+    Corresponding Source in the same way through the same place at no
+    further charge.  You need not require recipients to copy the
+    Corresponding Source along with the object code.  If the place to
+    copy the object code is a network server, the Corresponding Source
+    may be on a different server (operated by you or a third party)
+    that supports equivalent copying facilities, provided you maintain
+    clear directions next to the object code saying where to find the
+    Corresponding Source.  Regardless of what server hosts the
+    Corresponding Source, you remain obligated to ensure that it is
+    available for as long as needed to satisfy these requirements.
+
+    e) Convey the object code using peer-to-peer transmission, provided
+    you inform other peers where the object code and Corresponding
+    Source of the work are being offered to the general public at no
+    charge under subsection 6d.
+
+  A separable portion of the object code, whose source code is excluded
+from the Corresponding Source as a System Library, need not be
+included in conveying the object code work.
+
+  A "User Product" is either (1) a "consumer product", which means any
+tangible personal property which is normally used for personal, family,
+or household purposes, or (2) anything designed or sold for incorporation
+into a dwelling.  In determining whether a product is a consumer product,
+doubtful cases shall be resolved in favor of coverage.  For a particular
+product received by a particular user, "normally used" refers to a
+typical or common use of that class of product, regardless of the status
+of the particular user or of the way in which the particular user
+actually uses, or expects or is expected to use, the product.  A product
+is a consumer product regardless of whether the product has substantial
+commercial, industrial or non-consumer uses, unless such uses represent
+the only significant mode of use of the product.
+
+  "Installation Information" for a User Product means any methods,
+procedures, authorization keys, or other information required to install
+and execute modified versions of a covered work in that User Product from
+a modified version of its Corresponding Source.  The information must
+suffice to ensure that the continued functioning of the modified object
+code is in no case prevented or interfered with solely because
+modification has been made.
+
+  If you convey an object code work under this section in, or with, or
+specifically for use in, a User Product, and the conveying occurs as
+part of a transaction in which the right of possession and use of the
+User Product is transferred to the recipient in perpetuity or for a
+fixed term (regardless of how the transaction is characterized), the
+Corresponding Source conveyed under this section must be accompanied
+by the Installation Information.  But this requirement does not apply
+if neither you nor any third party retains the ability to install
+modified object code on the User Product (for example, the work has
+been installed in ROM).
+
+  The requirement to provide Installation Information does not include a
+requirement to continue to provide support service, warranty, or updates
+for a work that has been modified or installed by the recipient, or for
+the User Product in which it has been modified or installed.  Access to a
+network may be denied when the modification itself materially and
+adversely affects the operation of the network or violates the rules and
+protocols for communication across the network.
+
+  Corresponding Source conveyed, and Installation Information provided,
+in accord with this section must be in a format that is publicly
+documented (and with an implementation available to the public in
+source code form), and must require no special password or key for
+unpacking, reading or copying.
+
+  7. Additional Terms.
+
+  "Additional permissions" are terms that supplement the terms of this
+License by making exceptions from one or more of its conditions.
+Additional permissions that are applicable to the entire Program shall
+be treated as though they were included in this License, to the extent
+that they are valid under applicable law.  If additional permissions
+apply only to part of the Program, that part may be used separately
+under those permissions, but the entire Program remains governed by
+this License without regard to the additional permissions.
+
+  When you convey a copy of a covered work, you may at your option
+remove any additional permissions from that copy, or from any part of
+it.  (Additional permissions may be written to require their own
+removal in certain cases when you modify the work.)  You may place
+additional permissions on material, added by you to a covered work,
+for which you have or can give appropriate copyright permission.
+
+  Notwithstanding any other provision of this License, for material you
+add to a covered work, you may (if authorized by the copyright holders of
+that material) supplement the terms of this License with terms:
+
+    a) Disclaiming warranty or limiting liability differently from the
+    terms of sections 15 and 16 of this License; or
+
+    b) Requiring preservation of specified reasonable legal notices or
+    author attributions in that material or in the Appropriate Legal
+    Notices displayed by works containing it; or
+
+    c) Prohibiting misrepresentation of the origin of that material, or
+    requiring that modified versions of such material be marked in
+    reasonable ways as different from the original version; or
+
+    d) Limiting the use for publicity purposes of names of licensors or
+    authors of the material; or
+
+    e) Declining to grant rights under trademark law for use of some
+    trade names, trademarks, or service marks; or
+
+    f) Requiring indemnification of licensors and authors of that
+    material by anyone who conveys the material (or modified versions of
+    it) with contractual assumptions of liability to the recipient, for
+    any liability that these contractual assumptions directly impose on
+    those licensors and authors.
+
+  All other non-permissive additional terms are considered "further
+restrictions" within the meaning of section 10.  If the Program as you
+received it, or any part of it, contains a notice stating that it is
+governed by this License along with a term that is a further
+restriction, you may remove that term.  If a license document contains
+a further restriction but permits relicensing or conveying under this
+License, you may add to a covered work material governed by the terms
+of that license document, provided that the further restriction does
+not survive such relicensing or conveying.
+
+  If you add terms to a covered work in accord with this section, you
+must place, in the relevant source files, a statement of the
+additional terms that apply to those files, or a notice indicating
+where to find the applicable terms.
+
+  Additional terms, permissive or non-permissive, may be stated in the
+form of a separately written license, or stated as exceptions;
+the above requirements apply either way.
+
+  8. Termination.
+
+  You may not propagate or modify a covered work except as expressly
+provided under this License.  Any attempt otherwise to propagate or
+modify it is void, and will automatically terminate your rights under
+this License (including any patent licenses granted under the third
+paragraph of section 11).
+
+  However, if you cease all violation of this License, then your
+license from a particular copyright holder is reinstated (a)
+provisionally, unless and until the copyright holder explicitly and
+finally terminates your license, and (b) permanently, if the copyright
+holder fails to notify you of the violation by some reasonable means
+prior to 60 days after the cessation.
+
+  Moreover, your license from a particular copyright holder is
+reinstated permanently if the copyright holder notifies you of the
+violation by some reasonable means, this is the first time you have
+received notice of violation of this License (for any work) from that
+copyright holder, and you cure the violation prior to 30 days after
+your receipt of the notice.
+
+  Termination of your rights under this section does not terminate the
+licenses of parties who have received copies or rights from you under
+this License.  If your rights have been terminated and not permanently
+reinstated, you do not qualify to receive new licenses for the same
+material under section 10.
+
+  9. Acceptance Not Required for Having Copies.
+
+  You are not required to accept this License in order to receive or
+run a copy of the Program.  Ancillary propagation of a covered work
+occurring solely as a consequence of using peer-to-peer transmission
+to receive a copy likewise does not require acceptance.  However,
+nothing other than this License grants you permission to propagate or
+modify any covered work.  These actions infringe copyright if you do
+not accept this License.  Therefore, by modifying or propagating a
+covered work, you indicate your acceptance of this License to do so.
+
+  10. Automatic Licensing of Downstream Recipients.
+
+  Each time you convey a covered work, the recipient automatically
+receives a license from the original licensors, to run, modify and
+propagate that work, subject to this License.  You are not responsible
+for enforcing compliance by third parties with this License.
+
+  An "entity transaction" is a transaction transferring control of an
+organization, or substantially all assets of one, or subdividing an
+organization, or merging organizations.  If propagation of a covered
+work results from an entity transaction, each party to that
+transaction who receives a copy of the work also receives whatever
+licenses to the work the party's predecessor in interest had or could
+give under the previous paragraph, plus a right to possession of the
+Corresponding Source of the work from the predecessor in interest, if
+the predecessor has it or can get it with reasonable efforts.
+
+  You may not impose any further restrictions on the exercise of the
+rights granted or affirmed under this License.  For example, you may
+not impose a license fee, royalty, or other charge for exercise of
+rights granted under this License, and you may not initiate litigation
+(including a cross-claim or counterclaim in a lawsuit) alleging that
+any patent claim is infringed by making, using, selling, offering for
+sale, or importing the Program or any portion of it.
+
+  11. Patents.
+
+  A "contributor" is a copyright holder who authorizes use under this
+License of the Program or a work on which the Program is based.  The
+work thus licensed is called the contributor's "contributor version".
+
+  A contributor's "essential patent claims" are all patent claims
+owned or controlled by the contributor, whether already acquired or
+hereafter acquired, that would be infringed by some manner, permitted
+by this License, of making, using, or selling its contributor version,
+but do not include claims that would be infringed only as a
+consequence of further modification of the contributor version.  For
+purposes of this definition, "control" includes the right to grant
+patent sublicenses in a manner consistent with the requirements of
+this License.
+
+  Each contributor grants you a non-exclusive, worldwide, royalty-free
+patent license under the contributor's essential patent claims, to
+make, use, sell, offer for sale, import and otherwise run, modify and
+propagate the contents of its contributor version.
+
+  In the following three paragraphs, a "patent license" is any express
+agreement or commitment, however denominated, not to enforce a patent
+(such as an express permission to practice a patent or covenant not to
+sue for patent infringement).  To "grant" such a patent license to a
+party means to make such an agreement or commitment not to enforce a
+patent against the party.
+
+  If you convey a covered work, knowingly relying on a patent license,
+and the Corresponding Source of the work is not available for anyone
+to copy, free of charge and under the terms of this License, through a
+publicly available network server or other readily accessible means,
+then you must either (1) cause the Corresponding Source to be so
+available, or (2) arrange to deprive yourself of the benefit of the
+patent license for this particular work, or (3) arrange, in a manner
+consistent with the requirements of this License, to extend the patent
+license to downstream recipients.  "Knowingly relying" means you have
+actual knowledge that, but for the patent license, your conveying the
+covered work in a country, or your recipient's use of the covered work
+in a country, would infringe one or more identifiable patents in that
+country that you have reason to believe are valid.
+
+  If, pursuant to or in connection with a single transaction or
+arrangement, you convey, or propagate by procuring conveyance of, a
+covered work, and grant a patent license to some of the parties
+receiving the covered work authorizing them to use, propagate, modify
+or convey a specific copy of the covered work, then the patent license
+you grant is automatically extended to all recipients of the covered
+work and works based on it.
+
+  A patent license is "discriminatory" if it does not include within
+the scope of its coverage, prohibits the exercise of, or is
+conditioned on the non-exercise of one or more of the rights that are
+specifically granted under this License.  You may not convey a covered
+work if you are a party to an arrangement with a third party that is
+in the business of distributing software, under which you make payment
+to the third party based on the extent of your activity of conveying
+the work, and under which the third party grants, to any of the
+parties who would receive the covered work from you, a discriminatory
+patent license (a) in connection with copies of the covered work
+conveyed by you (or copies made from those copies), or (b) primarily
+for and in connection with specific products or compilations that
+contain the covered work, unless you entered into that arrangement,
+or that patent license was granted, prior to 28 March 2007.
+
+  Nothing in this License shall be construed as excluding or limiting
+any implied license or other defenses to infringement that may
+otherwise be available to you under applicable patent law.
+
+  12. No Surrender of Others' Freedom.
+
+  If conditions are imposed on you (whether by court order, agreement or
+otherwise) that contradict the conditions of this License, they do not
+excuse you from the conditions of this License.  If you cannot convey a
+covered work so as to satisfy simultaneously your obligations under this
+License and any other pertinent obligations, then as a consequence you may
+not convey it at all.  For example, if you agree to terms that obligate you
+to collect a royalty for further conveying from those to whom you convey
+the Program, the only way you could satisfy both those terms and this
+License would be to refrain entirely from conveying the Program.
+
+  13. Use with the GNU Affero General Public License.
+
+  Notwithstanding any other provision of this License, you have
+permission to link or combine any covered work with a work licensed
+under version 3 of the GNU Affero General Public License into a single
+combined work, and to convey the resulting work.  The terms of this
+License will continue to apply to the part which is the covered work,
+but the special requirements of the GNU Affero General Public License,
+section 13, concerning interaction through a network will apply to the
+combination as such.
+
+  14. Revised Versions of this License.
+
+  The Free Software Foundation may publish revised and/or new versions of
+the GNU General Public License from time to time.  Such new versions will
+be similar in spirit to the present version, but may differ in detail to
+address new problems or concerns.
+
+  Each version is given a distinguishing version number.  If the
+Program specifies that a certain numbered version of the GNU General
+Public License "or any later version" applies to it, you have the
+option of following the terms and conditions either of that numbered
+version or of any later version published by the Free Software
+Foundation.  If the Program does not specify a version number of the
+GNU General Public License, you may choose any version ever published
+by the Free Software Foundation.
+
+  If the Program specifies that a proxy can decide which future
+versions of the GNU General Public License can be used, that proxy's
+public statement of acceptance of a version permanently authorizes you
+to choose that version for the Program.
+
+  Later license versions may give you additional or different
+permissions.  However, no additional obligations are imposed on any
+author or copyright holder as a result of your choosing to follow a
+later version.
+
+  15. Disclaimer of Warranty.
+
+  THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
+APPLICABLE LAW.  EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
+HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
+OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
+THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
+PURPOSE.  THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
+IS WITH YOU.  SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
+ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
+
+  16. Limitation of Liability.
+
+  IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
+WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
+THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
+GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
+USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
+DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
+PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
+EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
+SUCH DAMAGES.
+
+  17. Interpretation of Sections 15 and 16.
+
+  If the disclaimer of warranty and limitation of liability provided
+above cannot be given local legal effect according to their terms,
+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
+Program, unless a warranty or assumption of liability accompanies a
+copy of the Program in return for a fee.
+
+                     END OF TERMS AND CONDITIONS
+
+            How to Apply These Terms to Your New Programs
+
+  If you develop a new program, and you want it to be of the greatest
+possible use to the public, the best way to achieve this is to make it
+free software which everyone can redistribute and change under these terms.
+
+  To do so, attach the following notices to the program.  It is safest
+to attach them to the start of each source file to most effectively
+state the exclusion of warranty; and each file should have at least
+the "copyright" line and a pointer to where the full notice is found.
+
+    <one line to give the program's name and a brief idea of what it does.>
+    Copyright (C) <year>  <name of author>
+
+    This program is free software: you can redistribute it and/or modify
+    it under the terms of the GNU General Public License as published by
+    the Free Software Foundation, either version 3 of the License, or
+    (at your option) any later version.
+
+    This program is distributed in the hope that it will be useful,
+    but WITHOUT ANY WARRANTY; without even the implied warranty of
+    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+    GNU General Public License for more details.
+
+    You should have received a copy of the GNU General Public License
+    along with this program.  If not, see <https://www.gnu.org/licenses/>.
+
+Also add information on how to contact you by electronic and paper mail.
+
+  If the program does terminal interaction, make it output a short
+notice like this when it starts in an interactive mode:
+
+    <program>  Copyright (C) <year>  <name of author>
+    This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
+    This is free software, and you are welcome to redistribute it
+    under certain conditions; type `show c' for details.
+
+The hypothetical commands `show w' and `show c' should show the appropriate
+parts of the General Public License.  Of course, your program's commands
+might be different; for a GUI interface, you would use an "about box".
+
+  You should also get your employer (if you work as a programmer) or school,
+if any, to sign a "copyright disclaimer" for the program, if necessary.
+For more information on this, and how to apply and follow the GNU GPL, see
+<https://www.gnu.org/licenses/>.
+
+  The GNU General Public License does not permit incorporating your program
+into proprietary programs.  If your program is a subroutine library, you
+may consider it more useful to permit linking proprietary applications with
+the library.  If this is what you want to do, use the GNU Lesser General
+Public License instead of this License.  But first, please read
+<https://www.gnu.org/licenses/why-not-lgpl.html>.
diff --git a/SciER--out_of_domain/test.parquet b/SciER--out_of_domain/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..651abb014cf0cda2e97f30eb16f0d7d040883415
--- /dev/null
+++ b/SciER--out_of_domain/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:89d761fe7121fe57b6091382c368e9aa104653dba7baf59e3b4a3b9c9e37f48a
+size 56520
diff --git a/SciREX/LICENSE b/SciREX/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..261eeb9e9f8b2b4b0d119366dda99c6fd7d35c64
--- /dev/null
+++ b/SciREX/LICENSE
@@ -0,0 +1,201 @@
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
+      control with that entity. For the purposes of this definition,
+      "control" means (i) the power, direct or indirect, to cause the
+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source or
+      Object form, made available under the License, as indicated by a
+      copyright notice that is included in or attached to the work
+      (an example is provided in the Appendix below).
+
+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
+
+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
+      or by an individual or Legal Entity authorized to submit on behalf of
+      the copyright owner. For the purposes of this definition, "submitted"
+      means any form of electronic, verbal, or written communication sent
+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
+      Licensor for the purpose of discussing and improving the Work, but
+      excluding communication that is conspicuously marked or otherwise
+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      copyright license to reproduce, prepare Derivative Works of,
+      publicly display, publicly perform, sublicense, and distribute the
+      Work and such Derivative Works in Source or Object form.
+
+   3. Grant of Patent License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      (except as stated in this section) patent license to make, have made,
+      use, offer to sell, sell, import, and otherwise transfer the Work,
+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
+          attribution notices from the Source form of the Work,
+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
+          as part of the Derivative Works; within the Source form or
+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
+      Work (including but not limited to damages for loss of goodwill,
+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
+      of your accepting any such warranty or additional liability.
+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
+      replaced with your own identifying information. (Don't include
+      the brackets!)  The text should be enclosed in the appropriate
+      comment syntax for the file format. We also recommend that a
+      file or class name and description of purpose be included on the
+      same "printed page" as the copyright notice for easier
+      identification within third-party archives.
+
+   Copyright [yyyy] [name of copyright owner]
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.
diff --git a/SciREX/test.parquet b/SciREX/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5bc9bb47335d58d2c64ee8a34fdb70123ac40158
--- /dev/null
+++ b/SciREX/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:05c83cefc7801d8dfd1bf5c3bdce700c99a512a5e7d35f5c8bbb2db454f534d6
+size 1232623
diff --git a/SciREX/train.parquet b/SciREX/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..12b2bf8a1a069465c9779c36d8c909deeef531bd
--- /dev/null
+++ b/SciREX/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e0af3d971c9d8422106e5882c7683bbd9bbe731745f3787d00a017f7355e030
+size 5189919
diff --git a/SciREX/validation.parquet b/SciREX/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8ea30a06ca8d1ebe207a67a5dab26438edc7a4ee
--- /dev/null
+++ b/SciREX/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c58832d45daaf4b9bb28dfbd33bd2f06a7f53b97d038e5c247f166a74d50e16c
+size 1121318
diff --git a/SoMeSci--creation_sentences/test.parquet b/SoMeSci--creation_sentences/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..debd38ba180d214386f8cecb3f0cd829748b8214
--- /dev/null
+++ b/SoMeSci--creation_sentences/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:70a5266116638f84a6548a7b64b45cda1d1eb04aa50eca892a3324c6fcd3780a
+size 18230
diff --git a/SoMeSci--creation_sentences/train.parquet b/SoMeSci--creation_sentences/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5d258c2f41bae2e02fa1c1fb9128ba0f4b667e16
--- /dev/null
+++ b/SoMeSci--creation_sentences/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:436f8b169fe02013c5759833e1baedaf8940da6fa3f1233c63a87af91709cd2d
+size 36936
diff --git a/SoMeSci--creation_sentences/validation.parquet b/SoMeSci--creation_sentences/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..81ea3943ae72f25e0fede4db7317153fcc514e1d
--- /dev/null
+++ b/SoMeSci--creation_sentences/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3b65416b509687749f3aad25ee9b49b5041377cef25c207e44d8770803bc5f89
+size 14792
diff --git a/SoMeSci--formal_citations/test.parquet b/SoMeSci--formal_citations/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..59180eb65bb81f58c3ee526c60266a04e68ec5d2
--- /dev/null
+++ b/SoMeSci--formal_citations/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7a34ac885e18fc513a64a0b6f6b505631a2e1ff1e1fa2da61f84d0f9ee16da06
+size 87142
diff --git a/SoMeSci--plos_methods/test.parquet b/SoMeSci--plos_methods/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..06ba1ba3f9b6d3338a7174dec943d9b164e8370a
--- /dev/null
+++ b/SoMeSci--plos_methods/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17e903b5304d3d8c2f34cd88f960546c0e5bd762599ebbb343e4cff895c62753
+size 450704
diff --git a/SoMeSci--plos_methods/train.parquet b/SoMeSci--plos_methods/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0063e228540c5f4fb2733332195003f90c01625a
--- /dev/null
+++ b/SoMeSci--plos_methods/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:853ee2eed66779911381e3e5e3ed9958f51e333ea203810de373ff05e9b63ef7
+size 1408043
diff --git a/SoMeSci--plos_methods/validation.parquet b/SoMeSci--plos_methods/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0bd04df3449bf3b4bde213d7a6151f51c0e14f5c
--- /dev/null
+++ b/SoMeSci--plos_methods/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3c493de5c3d9e766ee8f260863e3aa3dad31c73310c1787e2fb7599313793c9e
+size 458363
diff --git a/SoMeSci--plos_sentences/train.parquet b/SoMeSci--plos_sentences/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..97ab5bc45b9d2389f52645bb577b8c38bdd40454
--- /dev/null
+++ b/SoMeSci--plos_sentences/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:724ed45d93a50a4cb52744298e1afb0051f2f07875a7c2ce48d1d4328d749ff2
+size 64385
diff --git a/SoMeSci--pubmed_fulltext/test.parquet b/SoMeSci--pubmed_fulltext/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f754fc1db5afc56552c6989e2454d7a5aa937d1c
--- /dev/null
+++ b/SoMeSci--pubmed_fulltext/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3f4ace4136d8020df18fbb0ad4627a0933bff55f794f8875d26253737c24d9b
+size 185493
diff --git a/SoMeSci--pubmed_fulltext/train.parquet b/SoMeSci--pubmed_fulltext/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ee1bbe7b371fd77b2dc9b848da938c2ee5ad77d8
--- /dev/null
+++ b/SoMeSci--pubmed_fulltext/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3d70f7c159227ec1b3e95153ea608cde130977e40dcaa735c63f73eb8310e35f
+size 758900
diff --git a/SoMeSci--pubmed_fulltext/validation.parquet b/SoMeSci--pubmed_fulltext/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..62a6dfba0dee3d80d43ee00362d1c96e895e8b7b
--- /dev/null
+++ b/SoMeSci--pubmed_fulltext/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a1b805c8bfb3fb27c5b5363da3a01b993f4ef9eab617e4a60fa0f8dffde8a43e
+size 302657
diff --git a/StackOverflowNER--github/test.parquet b/StackOverflowNER--github/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d6f46fd5fbb32539d88caba1873eb7c6a790e6b4
--- /dev/null
+++ b/StackOverflowNER--github/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1903e399a2b057d76b6a840ace65b2aa120943a3fc816628b5dfb234465761c8
+size 557408
diff --git a/StackOverflowNER--stackoverflow/test.parquet b/StackOverflowNER--stackoverflow/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..32ed27fcaed2d68235df8035ea3da3c9c23b0851
--- /dev/null
+++ b/StackOverflowNER--stackoverflow/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aafca4ce71de10f2c0ce3f69198e4a68831a09072e76cbbe9ca3390dee5c4fea
+size 335577
diff --git a/StackOverflowNER--stackoverflow/train.parquet b/StackOverflowNER--stackoverflow/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d9630a76517282f97b34d8f87b27600b151eed41
--- /dev/null
+++ b/StackOverflowNER--stackoverflow/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1cecb12c806427a5652a4c2a74e375135ece0e21f3ba0d9107dec83a33a45552
+size 965949
diff --git a/StackOverflowNER--stackoverflow/validation.parquet b/StackOverflowNER--stackoverflow/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6601d1c95a6eba15d2400807be7f7f663b547306
--- /dev/null
+++ b/StackOverflowNER--stackoverflow/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8ae43967561e10e5f31486fbaf67950aa4c5c1d9c45d249d997b42062af35eb5
+size 317851
diff --git a/TASTEset/test.parquet b/TASTEset/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..649e3a72b5aa92381bef1197b1a0ef15fe42fb02
--- /dev/null
+++ b/TASTEset/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:599b7f93c557ee539937706fe0714b3a8f786b66c44008d2cc9a7411edecd461
+size 156391
diff --git a/Thai-NER/test.parquet b/Thai-NER/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c77b8d36cb0045eb68d81545872321b174f67d73
--- /dev/null
+++ b/Thai-NER/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c26af9be16cd30639db15292f85a6c1c225e612cd2cd04d48cc73a6937b9608b
+size 440977
diff --git a/Thai-NER/train.parquet b/Thai-NER/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d5171ffa7158259fa66b8965c5aa67fa871f0f63
--- /dev/null
+++ b/Thai-NER/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6cad16cba4ea2ae281b6507c0731cfce52d5c902d8af61a38210c8314dc15612
+size 1309106
diff --git a/Thai-NER/validation.parquet b/Thai-NER/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..aa511b1f414d286861449f6345e69ed960a659bf
--- /dev/null
+++ b/Thai-NER/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:054499a757b07c01a7d8698e17bbb7aead07b48e0620a12fd004be54fc63dd82
+size 431818
diff --git a/Turku-NER-corpus/test.parquet b/Turku-NER-corpus/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..65ea1855134e9bce29521f18fde7f1728fd8a9b0
--- /dev/null
+++ b/Turku-NER-corpus/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:90c9505575d20c9ac3995f2f54ef3c2be7e1baf7bd9a2febfdbeaaf2eb69db5c
+size 202455
diff --git a/Turku-NER-corpus/train.parquet b/Turku-NER-corpus/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0fa8d051d39669f98040d16bcd11c7f98f2a7b47
--- /dev/null
+++ b/Turku-NER-corpus/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:75763b374c5c6a54df60c7d6ca0937576c466d3425267ba439570b2362508891
+size 1482729
diff --git a/Turku-NER-corpus/validation.parquet b/Turku-NER-corpus/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..39c4f522511eb45c5e647d6d8a5160c90eaaf11a
--- /dev/null
+++ b/Turku-NER-corpus/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f0af8ce4865b7f21227cf965d416ae327fe037e3c808c496364a1da98b99d55e
+size 182694
diff --git a/Tweebank-NER/LICENSE b/Tweebank-NER/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..d645695673349e3947e8e5ae42332d0ac3164cd7
--- /dev/null
+++ b/Tweebank-NER/LICENSE
@@ -0,0 +1,202 @@
+
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
+      control with that entity. For the purposes of this definition,
+      "control" means (i) the power, direct or indirect, to cause the
+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source or
+      Object form, made available under the License, as indicated by a
+      copyright notice that is included in or attached to the work
+      (an example is provided in the Appendix below).
+
+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
+
+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
+      or by an individual or Legal Entity authorized to submit on behalf of
+      the copyright owner. For the purposes of this definition, "submitted"
+      means any form of electronic, verbal, or written communication sent
+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
+      Licensor for the purpose of discussing and improving the Work, but
+      excluding communication that is conspicuously marked or otherwise
+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      copyright license to reproduce, prepare Derivative Works of,
+      publicly display, publicly perform, sublicense, and distribute the
+      Work and such Derivative Works in Source or Object form.
+
+   3. Grant of Patent License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      (except as stated in this section) patent license to make, have made,
+      use, offer to sell, sell, import, and otherwise transfer the Work,
+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
+          attribution notices from the Source form of the Work,
+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
+          as part of the Derivative Works; within the Source form or
+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
+      Work (including but not limited to damages for loss of goodwill,
+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
+      of your accepting any such warranty or additional liability.
+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
+      replaced with your own identifying information. (Don't include
+      the brackets!)  The text should be enclosed in the appropriate
+      comment syntax for the file format. We also recommend that a
+      file or class name and description of purpose be included on the
+      same "printed page" as the copyright notice for easier
+      identification within third-party archives.
+
+   Copyright [yyyy] [name of copyright owner]
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.
diff --git a/Tweebank-NER/test.parquet b/Tweebank-NER/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..611141205a05614a3cf8ebf9cf8f7af078c284a5
--- /dev/null
+++ b/Tweebank-NER/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b00cd1a9297cf682c9b6840f81158afa4bdb9b4ccf7cc21ffdcfadeec81d043
+size 159882
diff --git a/Tweebank-NER/train.parquet b/Tweebank-NER/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..db75c5ae1e6d2650972befbd6cf9fc42e4d24d13
--- /dev/null
+++ b/Tweebank-NER/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e812bc5151ecc224828aad6c261ba0c9ddbdf716267eab9105bf3d561738d850
+size 206442
diff --git a/Tweebank-NER/validation.parquet b/Tweebank-NER/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8c39887d1b9e414fe62abc6d263ecba1d7667ece
--- /dev/null
+++ b/Tweebank-NER/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91f694d18663149c8931b1011fd0886025696ecfd485a652ff779968a473bb8f
+size 100684
diff --git a/UniversalNER--ceb_gja/test.parquet b/UniversalNER--ceb_gja/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..878df099f3edac2183e51e2ef896a2ab32be021d
--- /dev/null
+++ b/UniversalNER--ceb_gja/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e67f30f16f123a825cbc151b257c93a53258b8ff9daad72f167f2a95ae2af598
+size 16792
diff --git a/UniversalNER--da_ddt/test.parquet b/UniversalNER--da_ddt/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a6a2f4e39bdec14c020804b3b4e972885ce67bb5
--- /dev/null
+++ b/UniversalNER--da_ddt/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:010abb38da3bafe8710b85a0ded6975fd059c96a5d2146a0f2ab3cf48a7fe699
+size 84644
diff --git a/UniversalNER--da_ddt/train.parquet b/UniversalNER--da_ddt/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7d64db3579a7d8242542cadab8f537aaa5641082
--- /dev/null
+++ b/UniversalNER--da_ddt/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:72509713ba09c176401b40de94d26762b2e230f566fbb9c06c6948e2105c7f67
+size 582344
diff --git a/UniversalNER--da_ddt/validation.parquet b/UniversalNER--da_ddt/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..4762ea9b8a489d8ce47778ccf1a12cce5a7db34e
--- /dev/null
+++ b/UniversalNER--da_ddt/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5dbd5daf22ffad7b9a2dd45db7079b61ebb1742f69cefb5a68f129792c20bd87
+size 86994
diff --git a/UniversalNER--de_pud/test.parquet b/UniversalNER--de_pud/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..12210872487b6ded92fd1a3847b5e7438b8fbc6e
--- /dev/null
+++ b/UniversalNER--de_pud/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:235f62a26381a838c52b9316d370d8cfe17685b848c902e170a922f5195d75b6
+size 172269
diff --git a/UniversalNER--en_ewt/test.parquet b/UniversalNER--en_ewt/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7a198e40b0608d70a043c5a5b23e90d302fa3a03
--- /dev/null
+++ b/UniversalNER--en_ewt/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ef5efa8d5c7dee88b06d8ec465d3ea60c2740cff4c280a0ce11278e38dec6f2f
+size 196651
diff --git a/UniversalNER--en_ewt/train.parquet b/UniversalNER--en_ewt/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d1336d95c498eae490b643051cbd725a913172c1
--- /dev/null
+++ b/UniversalNER--en_ewt/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bd261c8e227614fef4137c2c49d2979719c5c2eab521a901dd00949a304fd927
+size 1297869
diff --git a/UniversalNER--en_ewt/validation.parquet b/UniversalNER--en_ewt/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..9051972479d4bda8da6b2126d7a8bbad1eb521f4
--- /dev/null
+++ b/UniversalNER--en_ewt/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b2ea164fa8e4a8418c2c144600d079ae2714f06d68d573d11eb41016985e61d
+size 192987
diff --git a/UniversalNER--en_pud/test.parquet b/UniversalNER--en_pud/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0923edf8b790d8f326a51ac7dc0db093b58402d3
--- /dev/null
+++ b/UniversalNER--en_pud/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:28a3e2fa45ca1cd9c6b2504f5d1a20bbcdb3184c9ac526ed5a19304c06883dd4
+size 156232
diff --git a/UniversalNER--hr_set/test.parquet b/UniversalNER--hr_set/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7289c62e061c7752c944672f8fafa2fbce75d2fd
--- /dev/null
+++ b/UniversalNER--hr_set/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9f001581b5a3678688a531b9baa09a9b0ae9f788da1cd4789416c54181d12afe
+size 194998
diff --git a/UniversalNER--hr_set/train.parquet b/UniversalNER--hr_set/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ef7d6df767f28bea6aac8619f8866cd1b4d1191e
--- /dev/null
+++ b/UniversalNER--hr_set/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e303cce0971948daea1342abbe5f113965eddd194fdb07de4bcf1f67f0114f89
+size 1107143
diff --git a/UniversalNER--hr_set/validation.parquet b/UniversalNER--hr_set/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..56e923808c2ac2a6af6dda9b9c63d7adc6ddd869
--- /dev/null
+++ b/UniversalNER--hr_set/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:60c4871fd22de194bf62c96eea4915f93887028638e3e1f02708f92cf80803c8
+size 175888
diff --git a/UniversalNER--nno_norne/test.parquet b/UniversalNER--nno_norne/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..39f353cad380dacc72d4d72020eac2e14326c44a
--- /dev/null
+++ b/UniversalNER--nno_norne/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:31133865e1f3b725e4a096118381ba886e8726646c9f80782690e1264e3a808e
+size 184122
diff --git a/UniversalNER--nno_norne/train.parquet b/UniversalNER--nno_norne/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7cb12deff155d386336256b750496fab8f0bd658
--- /dev/null
+++ b/UniversalNER--nno_norne/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4690900f4c34fe9edf49869e3bfed8a1afeb3e0f83aa86ea078a830e1ce7f63c
+size 1638093
diff --git a/UniversalNER--nno_norne/validation.parquet b/UniversalNER--nno_norne/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d4f53feb9cdb6ab86f39e1265e93eb1ef9656053
--- /dev/null
+++ b/UniversalNER--nno_norne/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:73c62ee76a0acc6b32c43f8ef3918a429a6425d8816752d71772811732347e7f
+size 222949
diff --git a/UniversalNER--nob_norne/test.parquet b/UniversalNER--nob_norne/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3ecc554a6b65c99bd320c68c2f280c8e9068de1c
--- /dev/null
+++ b/UniversalNER--nob_norne/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2721109a8665575af0f805d2fb2cf5f8b3b5e30462394b7fcec5b5ffaccdc7e4
+size 222329
diff --git a/UniversalNER--nob_norne/train.parquet b/UniversalNER--nob_norne/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b4c81b00b7e0a20cf8ccf22d2a23edba6e72ca98
--- /dev/null
+++ b/UniversalNER--nob_norne/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:22f5c7b7e5ade26aa7f00487fcff2868b0e8c789f555acb4d32953b1dbb3ad90
+size 1679710
diff --git a/UniversalNER--nob_norne/validation.parquet b/UniversalNER--nob_norne/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..804fc0f0ac509d2200f175d4a912f8d73a51bc60
--- /dev/null
+++ b/UniversalNER--nob_norne/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6f63eb48b13b7d611fb6d7888ae14ff4e2448664030343f7dd187f8fa8222b0d
+size 267206
diff --git a/UniversalNER--pt_bosque/test.parquet b/UniversalNER--pt_bosque/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..52dbe97678c53c6b1583a4929c2b43ca1b78595d
--- /dev/null
+++ b/UniversalNER--pt_bosque/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:86401f8beae025c59dce7b2c2fbee085774a6709821ca7aadb204ae1f03c0976
+size 189025
diff --git a/UniversalNER--pt_bosque/train.parquet b/UniversalNER--pt_bosque/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c28f81b681286d30af1fceae91dfbd31fa56b4c5
--- /dev/null
+++ b/UniversalNER--pt_bosque/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6bcbd7fbb28bc82c2fc2718cc105ec36519f8539315230328437e886ff8ad09d
+size 1068268
diff --git a/UniversalNER--pt_bosque/validation.parquet b/UniversalNER--pt_bosque/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..cd46cbd7bde198cefdd6e794edc2d11c3564932d
--- /dev/null
+++ b/UniversalNER--pt_bosque/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f9bf8c0c393f35a64a52e5e01215fa393b865136305bf3db6f58d3bb3d3ac88
+size 197147
diff --git a/UniversalNER--pt_pud/test.parquet b/UniversalNER--pt_pud/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f446e4827c9547b685f107bcc529dff1097cb530
--- /dev/null
+++ b/UniversalNER--pt_pud/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:10a2466cc810551cf99d1691f1805e305aa4d505f4fd7b588ae2ccf545eafc45
+size 163982
diff --git a/UniversalNER--qaf_arabizi/test.parquet b/UniversalNER--qaf_arabizi/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0756e833bcb616810a7aa84d2b11bafd1043bcc7
--- /dev/null
+++ b/UniversalNER--qaf_arabizi/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a4a0ef33964d6f1bfc589f44995857b74a0a48de479eb32e4d796b359b49261
+size 25493
diff --git a/UniversalNER--qaf_arabizi/train.parquet b/UniversalNER--qaf_arabizi/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..769f88e96b3851c89c2cb4c3158557de43da66af
--- /dev/null
+++ b/UniversalNER--qaf_arabizi/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7bdfe8c0d09514d58a98f2c6cf420d94bf397c7509a983a01a3d8b9d3e5ecc78
+size 137886
diff --git a/UniversalNER--qaf_arabizi/validation.parquet b/UniversalNER--qaf_arabizi/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..31bef528b5af74c7c02d7b0278950a4f55cd242c
--- /dev/null
+++ b/UniversalNER--qaf_arabizi/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:51817a4ff7822e940d6023629954c97082d64f3b56cee3febf6604e3d8d09ee4
+size 25957
diff --git a/UniversalNER--ru_pud/test.parquet b/UniversalNER--ru_pud/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..908cb8ffe3e2c0b96201a541a7a8342c73b314a9
--- /dev/null
+++ b/UniversalNER--ru_pud/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8a88a129e02b5c0fbec8cbe752705f643e52db42ee083375a7c1d11506734d72
+size 197203
diff --git a/UniversalNER--sk_snk/test.parquet b/UniversalNER--sk_snk/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e50bbc0ac00a5527bfe2a6046e8b9538b139a0da
--- /dev/null
+++ b/UniversalNER--sk_snk/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:41828674535656eedab3a469c7e9df2304214413b50f2f3184681870fc50551f
+size 671939
diff --git a/UniversalNER--sk_snk/train.parquet b/UniversalNER--sk_snk/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c64480521a6bf803af57249710d3d694083af4cd
--- /dev/null
+++ b/UniversalNER--sk_snk/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7100bbe9a29efbd1db64c295d5e43c5f7d6e7253efa9974f82b9019bf41dcf89
+size 128201
diff --git a/UniversalNER--sk_snk/validation.parquet b/UniversalNER--sk_snk/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..10fd579a02d15072c50b6bd455c4ae25949430b9
--- /dev/null
+++ b/UniversalNER--sk_snk/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ed6ed7ee0648e68828f3a3ce559b9626889ff464864afbe5e23a6d0c1404ca9a
+size 125621
diff --git a/UniversalNER--sr_set/test.parquet b/UniversalNER--sr_set/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..82d2d8da8f583668ab666240f34b146231b66748
--- /dev/null
+++ b/UniversalNER--sr_set/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a1cfeb0e626a716e3cafefd1c47a1f5ba85e6db3926fa9b3e568524e39fdc416
+size 93263
diff --git a/UniversalNER--sr_set/train.parquet b/UniversalNER--sr_set/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e6acc4685bdd15815ce46170673435815989e391
--- /dev/null
+++ b/UniversalNER--sr_set/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cf15d2ac3b7cb2f532cfa0b5348a80538503470f2bbe4b45904cae63afd68e5f
+size 526108
diff --git a/UniversalNER--sr_set/validation.parquet b/UniversalNER--sr_set/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..65e3d8476fb547493c3a53a7da4d630385a4bb9f
--- /dev/null
+++ b/UniversalNER--sr_set/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:53398eee63a7924b8eb81adaf8d553bc0dd67b8e29135e6579f01c40e5a4bcbc
+size 95853
diff --git a/UniversalNER--sv_pud/test.parquet b/UniversalNER--sv_pud/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..409a588dd485441494a879b64e4fcbe83dc36e67
--- /dev/null
+++ b/UniversalNER--sv_pud/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06e62cfb75ae58afdcb490d2f3731305ec8ca14e2717cd113c7c8d80718c23f0
+size 159879
diff --git a/UniversalNER--sv_talbanken/test.parquet b/UniversalNER--sv_talbanken/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..06395fe5416eb25a58e53dc7d9786f3692ddd881
--- /dev/null
+++ b/UniversalNER--sv_talbanken/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:45817c15cb8a66c50e23788c97c3a9bc2070cf710e333d6e5d30fe49fe26ee80
+size 150336
diff --git a/UniversalNER--sv_talbanken/train.parquet b/UniversalNER--sv_talbanken/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..09280eb1351cbf73f74434282e5f808ffcf33f05
--- /dev/null
+++ b/UniversalNER--sv_talbanken/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:80509f73df963e6715c43f72df46cd90bfda24825e2e2eb548f28c8774e8b573
+size 474916
diff --git a/UniversalNER--sv_talbanken/validation.parquet b/UniversalNER--sv_talbanken/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6024f91a8b697e2f71ca776e9a05663076e99c5e
--- /dev/null
+++ b/UniversalNER--sv_talbanken/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0a7c726d3ab0f9156795d029850b1d98f35d4f0ea4f1050cc2869e48bb22c27
+size 74429
diff --git a/UniversalNER--tl_trg/test.parquet b/UniversalNER--tl_trg/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..bf402440e4bcf3cfc4547ee150cc00dcee66c7ae
--- /dev/null
+++ b/UniversalNER--tl_trg/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c1a2a2b370995403df0f4cf241aea246b63a1ea77edcd95d8a5741ef8ae6350
+size 11907
diff --git a/UniversalNER--tl_ugnayan/test.parquet b/UniversalNER--tl_ugnayan/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ee8c26517dd51537379b084e538b8ca53de0ea4f
--- /dev/null
+++ b/UniversalNER--tl_ugnayan/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:24b20a4c0310f4f7173ba238de4a2ac3b833a087b5fdd9fc6594d19dccbe859b
+size 13295
diff --git a/UniversalNER--zh_gsd/test.parquet b/UniversalNER--zh_gsd/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ade576e89650bf35b65b6ea6467b2c682b9d7314
--- /dev/null
+++ b/UniversalNER--zh_gsd/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17ff8fe1bf191b8f59975558afdf2c13a6b4a7e8d6cf54ef65d1c12807c70cb8
+size 96419
diff --git a/UniversalNER--zh_gsd/train.parquet b/UniversalNER--zh_gsd/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..be673a050e7214ab16c0c60321c664850133ec72
--- /dev/null
+++ b/UniversalNER--zh_gsd/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:938261c18b030c2f08b9605f242dcc5cc89066f96c61495e583e259f23a4f77a
+size 686027
diff --git a/UniversalNER--zh_gsd/validation.parquet b/UniversalNER--zh_gsd/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3b082868526861bef2522d1517868aab157161ee
--- /dev/null
+++ b/UniversalNER--zh_gsd/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c10ed58f0c068c973849a3afb72431d46dee797bad3f2708b74b14929069980d
+size 100703
diff --git a/UniversalNER--zh_gsdsimp/test.parquet b/UniversalNER--zh_gsdsimp/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a7b4d1b85949771c58a5a8ca6b98cda3180d73e0
--- /dev/null
+++ b/UniversalNER--zh_gsdsimp/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:edb8511c21fd64cedb442a2424d0749028e7259085dfd2279cee1f27f265563b
+size 96212
diff --git a/UniversalNER--zh_gsdsimp/train.parquet b/UniversalNER--zh_gsdsimp/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d7352d6b543579d10039e50f615d6025ad0cf2bc
--- /dev/null
+++ b/UniversalNER--zh_gsdsimp/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:58ad6bb10c6423bcbcac4ec23202bc0911015ddabf8c66bb68fec29e5d6d7051
+size 684653
diff --git a/UniversalNER--zh_gsdsimp/validation.parquet b/UniversalNER--zh_gsdsimp/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8afc2f28ba55a81f7fe9d13a757b24fb30e7b22b
--- /dev/null
+++ b/UniversalNER--zh_gsdsimp/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:74fcb395eee5e551301fd6f52fee3a4a56d105dff148d19da1a5bb85aa053a04
+size 100036
diff --git a/UniversalNER--zh_pud/test.parquet b/UniversalNER--zh_pud/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6b2e87441a675f8e24fb67509504344b82257719
--- /dev/null
+++ b/UniversalNER--zh_pud/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7cb8547b3cb680d2d583dcd496502b030acc42e8b4380225da0bbc1c58f3e33a
+size 162902
diff --git a/WIESP2022/test.parquet b/WIESP2022/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..1ec37abd90ea4c5a66ed033a0021394bd2501858
--- /dev/null
+++ b/WIESP2022/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:048f78ff0b5fd17e274ad870b34efdcb44638e7c2efb5355ec271878eb32b5e8
+size 4326638
diff --git a/WIESP2022/train.parquet b/WIESP2022/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6d8a6b46e11e54c56017f7ae8c715f088d9ba5e4
--- /dev/null
+++ b/WIESP2022/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9d04271e7423bbd0dfbd3f9cb1a467df399c82c0fe8fff80c9f7e265d4855789
+size 3256462
diff --git a/WIESP2022/validation.parquet b/WIESP2022/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b6d8f4f9061769b156dcdeb5426e7f7b5a79afa4
--- /dev/null
+++ b/WIESP2022/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d15ed9982396d86c6d14e390b80eeaf40b136f6ab042b06b2d9528de4a07e662
+size 2540172
diff --git a/WLP/test.parquet b/WLP/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0e7401e1addd55c8c17953b462e46937315d93ae
--- /dev/null
+++ b/WLP/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ac0b11bfc3cc13a28d5b947a33514a34c28805b0daaf7b050af3682d9b302e99
+size 192643
diff --git a/WLP/train.parquet b/WLP/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..4f5119a290371e28471199965b9b6a7d3e676469
--- /dev/null
+++ b/WLP/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83da745ee959ec80de3f7c42727574263f31767a45be00846b73a24e8b6b1a3e
+size 527053
diff --git a/WLP/validation.parquet b/WLP/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b226115e519cd265200160fc93a1e7907f586c9f
--- /dev/null
+++ b/WLP/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:135fece8028690f32060f155970ccbf66c53b4a70a6e637d8fdbddee49040201
+size 187090
diff --git a/WNUT2017/test.parquet b/WNUT2017/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5cfc31fa31b8d689e0b4a698d5a029f31d2866f5
--- /dev/null
+++ b/WNUT2017/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8e99267e002664f51059833c0ad5944462c53b6a1e148d4900699ce496bb93d6
+size 190501
diff --git a/WNUT2017/train.parquet b/WNUT2017/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..95195805e1308bd24be1d7ac0790c7c0dac4afe9
--- /dev/null
+++ b/WNUT2017/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:34122be776c281f99c812eda869a394d520e260b23b59381354ec23e85d77029
+size 475013
diff --git a/WNUT2017/validation.parquet b/WNUT2017/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..db5797bf1fe046858a9cfdf21282e4fd3130eaaf
--- /dev/null
+++ b/WNUT2017/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db95350fe53c0caa0a6caec131bf66fbf323d054b1a1d360b1dbcec14470805c
+size 121068
diff --git a/Weibo-NER/test.parquet b/Weibo-NER/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8eafb0ed9105e29d0ab0cafa481f4a60545f91f8
--- /dev/null
+++ b/Weibo-NER/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7983f65f3b3855cf80608a6e4ddf1b6ec48acba78cdfea68a181828a1fbd26dd
+size 288958
diff --git a/Weibo-NER/train.parquet b/Weibo-NER/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d7e6b3cfbb731d0524e8eb546f98e2d186188707
--- /dev/null
+++ b/Weibo-NER/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ce662bca2463f4caa653782c66c900610650ab2e34182ee9d7db288bbd48aee1
+size 69310
diff --git a/Weibo-NER/validation.parquet b/Weibo-NER/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..46cdb483ff75c429b42b9a2b830d30dfd832a110
--- /dev/null
+++ b/Weibo-NER/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f31977b4c86cf5f585619de0ce828d41944e63b6688ad2fb003416fceb551aeb
+size 69325
diff --git a/WikiNEuRal--de/test.parquet b/WikiNEuRal--de/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..700745c827a7b017ffceffe6cd9f798ff7649dbe
--- /dev/null
+++ b/WikiNEuRal--de/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:481fde9c79ed42f48ccf0c412c656133cb872e785a68cf762a2ed28bef1a3551
+size 1651324
diff --git a/WikiNEuRal--de/train.parquet b/WikiNEuRal--de/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0f5eaeb1fb6da3df5225801dd9342cf2af0376b4
--- /dev/null
+++ b/WikiNEuRal--de/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2cebbabf640d9d787633c36c56ccd2051e4ee28bf5965f93c5de428f81f1c7eb
+size 13680007
diff --git a/WikiNEuRal--de/validation.parquet b/WikiNEuRal--de/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..89e9d31585a1858d94d58d27ae9aed026c07b050
--- /dev/null
+++ b/WikiNEuRal--de/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:605b75fba8a6a386f9f1ae44a575b4f0a2305932b561d6c40aa25fb98d26025b
+size 1664932
diff --git a/WikiNEuRal--en/test.parquet b/WikiNEuRal--en/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f6743fb43e09aca186c2ee38517c86826130b201
--- /dev/null
+++ b/WikiNEuRal--en/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c862d2a0bc13a23efdecb1f3a521f5acdba3cc84a6b96dd09141d78f9e7f4d95
+size 1787257
diff --git a/WikiNEuRal--en/train.parquet b/WikiNEuRal--en/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..11ab0f3c855bdddf91a3f931d378d48fc14f54d8
--- /dev/null
+++ b/WikiNEuRal--en/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:359df249384cce426a338b9222d484738a5cda3e909ab537ac35ac7bc278aca5
+size 14610970
diff --git a/WikiNEuRal--en/validation.parquet b/WikiNEuRal--en/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..27ee380830080f52cf31de7b233ee335fb963d43
--- /dev/null
+++ b/WikiNEuRal--en/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:57de1e4ccc641177c6f082a6d13bf39f802fde7de20dbfca267f2fd17bfe2e10
+size 1805096
diff --git a/WikiNEuRal--es/test.parquet b/WikiNEuRal--es/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..184dd643514b607197e4afd4ba4f66c5b37dec8e
--- /dev/null
+++ b/WikiNEuRal--es/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8181a4f5e9c687f4d2da040b8945735eb3a490b692ce2e5416d13c841928b494
+size 1450014
diff --git a/WikiNEuRal--es/train.parquet b/WikiNEuRal--es/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..443a2147c3c9123ed1d4837b852bad8710fe3e51
--- /dev/null
+++ b/WikiNEuRal--es/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:85bda10ede44623d94c97be38153682ab64388f0d08c9272f06a63b700691624
+size 12032353
diff --git a/WikiNEuRal--es/validation.parquet b/WikiNEuRal--es/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..80a63aa02e5c41ca13a3034cc98f91a67ca126e5
--- /dev/null
+++ b/WikiNEuRal--es/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3ff900da1ceaa0f02b4ae4caf96a582476220d759ca5f78b4b3c113d34367c04
+size 1428778
diff --git a/WikiNEuRal--fr/test.parquet b/WikiNEuRal--fr/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3fbd1c9dd71a0c8f6bbad42a4f8fa91884a777af
--- /dev/null
+++ b/WikiNEuRal--fr/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5be80b148ec4093d12f71d7712f87220db509ad62e4c30cc0894b9c523f74d01
+size 1955908
diff --git a/WikiNEuRal--fr/train.parquet b/WikiNEuRal--fr/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ee5ea66597b5b82a353b45b49b29fdadc63e875c
--- /dev/null
+++ b/WikiNEuRal--fr/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e55ac3ef0a101498dda3551336b424bf6516e640cdccdf67c82f37d903b27a2f
+size 16644660
diff --git a/WikiNEuRal--fr/validation.parquet b/WikiNEuRal--fr/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d678a8f2a50428b70fdca67f1c48cf962e7adbd2
--- /dev/null
+++ b/WikiNEuRal--fr/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5b31857c17b6bf8abf860a92d7c2bda891498db22a8d30dc3eebf94e161be8d6
+size 2040233
diff --git a/WikiNEuRal--it/test.parquet b/WikiNEuRal--it/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..33128e41665bde761f3f49f3d51ba8ce4b17062e
--- /dev/null
+++ b/WikiNEuRal--it/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7c0b62df3af2bd36da04a8849838358b006f6216b40d917e868c0feba56651cd
+size 2067391
diff --git a/WikiNEuRal--it/train.parquet b/WikiNEuRal--it/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..eb46b05c0f420c1e28706ffd6c2438781ced3e1b
--- /dev/null
+++ b/WikiNEuRal--it/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6490daa41accccd56223705c0de6fdcc887d89a60b1220107a8ac51ff33a34d1
+size 15616444
diff --git a/WikiNEuRal--it/validation.parquet b/WikiNEuRal--it/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d315fb6217e63d5130eae804963ab8a113f6c808
--- /dev/null
+++ b/WikiNEuRal--it/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:887b6aaf27f11462d148cdc77739d461ccd23d5b20401eb89e8b11242fb5b369
+size 2029003
diff --git a/WikiNEuRal--nl/test.parquet b/WikiNEuRal--nl/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..7752ab0dc6895adb771c6b2ab6a06599c874f0e1
--- /dev/null
+++ b/WikiNEuRal--nl/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:672333aa9e348667067f922d1da0ad8b70763829ea39fc13c789469854f4eacc
+size 1405612
diff --git a/WikiNEuRal--nl/train.parquet b/WikiNEuRal--nl/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d48f0f8a8b48cf40f416ec8a4711e2955e4731ed
--- /dev/null
+++ b/WikiNEuRal--nl/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c6bb4484b3f76f8bbff887c39c6dd311a042cc5df01e3984d8c92667cda6cdc9
+size 10598848
diff --git a/WikiNEuRal--nl/validation.parquet b/WikiNEuRal--nl/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6bd0a762fa7e76db311a79ae5ea4de8d67a46b58
--- /dev/null
+++ b/WikiNEuRal--nl/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7201598d60df0cdf7d6e54735dbfbc1185ea808e7c509a3ec5e3945d35858cb5
+size 1402393
diff --git a/WikiNEuRal--pl/test.parquet b/WikiNEuRal--pl/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..52038707e2888b0ada59389fb4e75fcfce5cbc9a
--- /dev/null
+++ b/WikiNEuRal--pl/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ff572a97f90c7119b6924a5e25e0f21fbaa3a21e0c682c90498f83fe5f5a3a4a
+size 1752248
diff --git a/WikiNEuRal--pl/train.parquet b/WikiNEuRal--pl/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..173ac7ec2e1f642a23e6ca5bc280fab689adc0b9
--- /dev/null
+++ b/WikiNEuRal--pl/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2397459336389748e63816af306a1bbe264e60783ff91db819d519e3cd4edcca
+size 14106825
diff --git a/WikiNEuRal--pl/validation.parquet b/WikiNEuRal--pl/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..431953ea7907de05a8d1a0876e8f52bd97e52a48
--- /dev/null
+++ b/WikiNEuRal--pl/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f30ddebd735e18253ebbe72e49110d3dba5fd22fe36a12e85fb5b674cfde2a9
+size 1809433
diff --git a/WikiNEuRal--pt/test.parquet b/WikiNEuRal--pt/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ed4549c43897189d584b0491b78045951b1c06c1
--- /dev/null
+++ b/WikiNEuRal--pt/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:238778947612a90ccd690f7d1245375071e4fa2c15a2cea6098b1929cd448039
+size 1714151
diff --git a/WikiNEuRal--pt/train.parquet b/WikiNEuRal--pt/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..4d3bbce07cdc9213d9eb0ff2af3f1c3dcf56277a
--- /dev/null
+++ b/WikiNEuRal--pt/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:492808c8f27289c4fab4dd0021fb1971a7b813fff1c3839d6ef4df2b21355a0f
+size 12879760
diff --git a/WikiNEuRal--pt/validation.parquet b/WikiNEuRal--pt/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3f080d9fd43b8a20c3952bfe559a265c767078b9
--- /dev/null
+++ b/WikiNEuRal--pt/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1351016e686042e5a401888508938448027e24fb792bc86871cdb30ad71fb83c
+size 1694637
diff --git a/WikiNEuRal--ru/test.parquet b/WikiNEuRal--ru/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..9eb197dadfe635e12b4180021370284549baec44
--- /dev/null
+++ b/WikiNEuRal--ru/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3063065fb24aa0ec81544954b5b2a9790db5ff78302108cab01401986c2f69b9
+size 2079390
diff --git a/WikiNEuRal--ru/train.parquet b/WikiNEuRal--ru/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..be2429a03a02d809b10569c2d142b7fd0aac341f
--- /dev/null
+++ b/WikiNEuRal--ru/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:010957594c713173ac60c798dd3bd09c7f7b3a4ba6989d62309d9ced89d914a0
+size 17295976
diff --git a/WikiNEuRal--ru/validation.parquet b/WikiNEuRal--ru/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..87f3092b054002d0b6711eeef2a080fa230d4ca5
--- /dev/null
+++ b/WikiNEuRal--ru/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:56c0096947d1c7d39fea0c97a980b041172b6a40779b5b4c00a378fc284ec5df
+size 2086713
diff --git a/idner-news-2k/test.parquet b/idner-news-2k/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a50af2a4379f74f75d557ccfa6ff82ae2824f424
--- /dev/null
+++ b/idner-news-2k/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7675b71abf6d4820a2fcb6ec8c679c72501dea1d99e57d0785ae97b3d6d9533b
+size 86030
diff --git a/idner-news-2k/train.parquet b/idner-news-2k/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..2f36b26a7ca947bb39666944a703b253b6db4345
--- /dev/null
+++ b/idner-news-2k/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8ef3bbddaafed8cb17e131220ed9f3dff078f80960cfe62ad65b794dcda3701f
+size 238132
diff --git a/idner-news-2k/validation.parquet b/idner-news-2k/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..72e1887de3ebbcbd95b0eba0ece3b1298334e241
--- /dev/null
+++ b/idner-news-2k/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b9324fae8ffeb7558bf163e93653c103fc06ad248f6ada6181425572fb6f1b8
+size 72491
diff --git a/pioNER/LICENSE.md b/pioNER/LICENSE.md
new file mode 100644
index 0000000000000000000000000000000000000000..9b2c5698fd50e5a6b5a9a3dc9808f529ca4fb290
--- /dev/null
+++ b/pioNER/LICENSE.md
@@ -0,0 +1,237 @@
+---
+title: Apache License 2.0
+spdx-id: Apache-2.0
+redirect_from: /licenses/apache/
+featured: true
+hidden: false
+
+description: A permissive license whose main conditions require preservation of copyright and license notices. Contributors provide an express grant of patent rights. Licensed works, modifications, and larger works may be distributed under different terms and without source code.
+
+how: Create a text file (typically named LICENSE or LICENSE.txt) in the root of your source code and copy the text of the license into the file.
+
+note: The Apache Software Foundation <a href="https://apache.org/foundation/license-faq.html#Apply-My-Software">recommends</a> taking the additional step of adding a boilerplate notice to the header of each source file. You can find the notice in the appendix at the very end of the license text.
+
+using:
+  Kubernetes: https://github.com/kubernetes/kubernetes/blob/master/LICENSE
+  PDF.js: https://github.com/mozilla/pdf.js/blob/master/LICENSE
+  Swift: https://github.com/apple/swift/blob/main/LICENSE.txt
+
+permissions:
+  - commercial-use
+  - modifications
+  - distribution
+  - patent-use
+  - private-use
+
+conditions:
+  - include-copyright
+  - document-changes
+
+limitations:
+  - trademark-use
+  - liability
+  - warranty
+
+---
+
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
+      control with that entity. For the purposes of this definition,
+      "control" means (i) the power, direct or indirect, to cause the
+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source or
+      Object form, made available under the License, as indicated by a
+      copyright notice that is included in or attached to the work
+      (an example is provided in the Appendix below).
+
+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
+
+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
+      or by an individual or Legal Entity authorized to submit on behalf of
+      the copyright owner. For the purposes of this definition, "submitted"
+      means any form of electronic, verbal, or written communication sent
+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
+      Licensor for the purpose of discussing and improving the Work, but
+      excluding communication that is conspicuously marked or otherwise
+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      copyright license to reproduce, prepare Derivative Works of,
+      publicly display, publicly perform, sublicense, and distribute the
+      Work and such Derivative Works in Source or Object form.
+
+   3. Grant of Patent License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      (except as stated in this section) patent license to make, have made,
+      use, offer to sell, sell, import, and otherwise transfer the Work,
+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
+          attribution notices from the Source form of the Work,
+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
+          as part of the Derivative Works; within the Source form or
+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
+      Work (including but not limited to damages for loss of goodwill,
+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
+      of your accepting any such warranty or additional liability.
+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
+      replaced with your own identifying information. (Don't include
+      the brackets!)  The text should be enclosed in the appropriate
+      comment syntax for the file format. We also recommend that a
+      file or class name and description of purpose be included on the
+      same "printed page" as the copyright notice for easier
+      identification within third-party archives.
+
+   Copyright [yyyy] [name of copyright owner]
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.
diff --git a/pioNER/test.parquet b/pioNER/test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..bb0c7778e7d86e42e5e521247a08fc9631c9bbf2
--- /dev/null
+++ b/pioNER/test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:94d7e315057ce375503772cf8f54722873ce0296f25fe479cec8b3bc19d3e201
+size 481423
diff --git a/pioNER/train.parquet b/pioNER/train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d62c4dfe3794e5014fd8058383f45fabac55cdf5
--- /dev/null
+++ b/pioNER/train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c6b4813e0cd7781e4e00ecf711a00978556653c7860620b1f1515194c9d28800
+size 1260648
diff --git a/pioNER/validation.parquet b/pioNER/validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ed1c688419b9fb66e978575fac2d5166a9d31708
--- /dev/null
+++ b/pioNER/validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:148416ab8739421581ee2c1b8f8427e5c238e52545112513af6c5d6497c86d55
+size 327265