Update spaCy pipeline

.gitattributes

@@ -34,3 +34,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
 en_docusco_spacy_cd-any-py3-none-any.whl filter=lfs diff=lfs merge=lfs -text
 tok2vec/model filter=lfs diff=lfs merge=lfs -text
+ner/model filter=lfs diff=lfs merge=lfs -text
+tagger/model filter=lfs diff=lfs merge=lfs -text
+vocab/strings.json filter=lfs diff=lfs merge=lfs -text

README.md

@@ -14,28 +14,28 @@ model-index:
     metrics:
     - name: NER Precision
       type: precision
-      value: 0.8206658604
+      value: 0.8259539432
     - name: NER Recall
       type: recall
-      value: 0.80740266
+      value: 0.8094701467
     - name: NER F Score
       type: f_score
-      value: 0.8139802353
+      value: 0.8176289731
   - task:
       name: TAG
       type: token-classification
     metrics:
     - name: TAG (XPOS) Accuracy
       type: accuracy
-      value: 0.9763683149
+      value: 0.9767705858
 ---
 English pipeline for part-of-speech and rhetorical tagging using a smaller 'common dictionary'.
 
 | Feature | Description |
 | --- | --- |
 | **Name** | `en_docusco_spacy_cd` |
-| **Version** | `1.3` |
-| **spaCy** | `>=3.7.4,<3.8.0` |
+| **Version** | `1.5` |
+| **spaCy** | `>=3.8.6,<3.9.0` |
 | **Default Pipeline** | `tok2vec`, `tagger`, `ner` |
 | **Components** | `tok2vec`, `tagger`, `ner` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
@@ -47,11 +47,11 @@ English pipeline for part-of-speech and rhetorical tagging using a smaller 'comm
 
 <details>
 
-<summary>View label scheme (289 labels for 2 components)</summary>
+<summary>View label scheme (293 labels for 2 components)</summary>
 
 | Component | Labels |
 | --- | --- |
-| **`tagger`** | `APPGE`, `AT`, `AT1`, `BCL21`, `BCL22`, `CC`, `CCB`, `CS`, `CS21`, `CS22`, `CS31`, `CS32`, `CS33`, `CS41`, `CS42`, `CS43`, `CS44`, `CSA`, `CSN`, `CST`, `CSW`, `CSW31`, `CSW32`, `CSW33`, `DA`, `DA1`, `DA2`, `DAR`, `DAT`, `DB`, `DB2`, `DD`, `DD1`, `DD2`, `DDQ`, `DDQGE`, `DDQGE31`, `DDQGE32`, `DDQGE33`, `DDQV`, `DDQV31`, `DDQV32`, `DDQV33`, `EX`, `FO`, `FU`, `FW`, `GE`, `IF`, `II`, `II21`, `II22`, `II31`, `II32`, `II33`, `II41`, `II42`, `II43`, `II44`, `IO`, `IW`, `JJ`, `JJ21`, `JJ22`, `JJ31`, `JJ32`, `JJ33`, `JJ41`, `JJ42`, `JJ43`, `JJ44`, `JJR`, `JJT`, `JK`, `MC`, `MC1`, `MC121`, `MC122`, `MC2`, `MC221`, `MC222`, `MCMC`, `MD`, `MF`, `ND1`, `NN`, `NN1`, `NN121`, `NN122`, `NN131`, `NN132`, `NN133`, `NN141`, `NN142`, `NN143`, `NN144`, `NN2`, `NN21`, `NN22`, `NN221`, `NN222`, `NN31`, `NN32`, `NN33`, `NNA`, `NNB`, `NNL1`, `NNL2`, `NNO`, `NNO2`, `NNT1`, `NNT131`, `NNT132`, `NNT133`, `NNT2`, `NNU`, `NNU1`, `NNU2`, `NNU21`, `NNU22`, `NP`, `NP1`, `NP2`, `NPD1`, `NPD2`, `NPM1`, `NPM2`, `PN`, `PN1`, `PN121`, `PN122`, `PN21`, `PN22`, `PNQO`, `PNQS`, `PNQS31`, `PNQS32`, `PNQS33`, `PNQV`, `PNQV31`, `PNQV32`, `PNQV33`, `PNX1`, `PPGE`, `PPH1`, `PPHO1`, `PPHO2`, `PPHS1`, `PPHS2`, `PPIO1`, `PPIO2`, `PPIS1`, `PPIS2`, `PPX1`, `PPX121`, `PPX122`, `PPX2`, `PPX221`, `PPX222`, `PPY`, `RA`, `RA21`, `RA22`, `REX`, `REX21`, `REX22`, `REX41`, `REX42`, `REX43`, `REX44`, `RG`, `RG21`, `RG22`, `RG41`, `RG42`, `RG43`, `RG44`, `RGQ`, `RGQV`, `RGQV31`, `RGQV32`, `RGQV33`, `RGR`, `RGT`, `RL`, `RL21`, `RL22`, `RL31`, `RL32`, `RL33`, `RP`, `RPK`, `RR`, `RR21`, `RR22`, `RR31`, `RR32`, `RR33`, `RR41`, `RR42`, `RR43`, `RR44`, `RR51`, `RR52`, `RR53`, `RR54`, `RR55`, `RRQ`, `RRQV`, `RRQV31`, `RRQV32`, `RRQV33`, `RRR`, `RRT`, `RT`, `RT21`, `RT22`, `RT31`, `RT32`, `RT33`, `RT41`, `RT42`, `RT43`, `RT44`, `TO`, `UH`, `UH21`, `UH22`, `UH31`, `UH32`, `UH33`, `VB0`, `VBDR`, `VBDZ`, `VBG`, `VBI`, `VBM`, `VBN`, `VBR`, `VBZ`, `VD0`, `VDD`, `VDG`, `VDI`, `VDN`, `VDZ`, `VH0`, `VHD`, `VHG`, `VHI`, `VHN`, `VHZ`, `VM`, `VM21`, `VM22`, `VMK`, `VV0`, `VVD`, `VVG`, `VVGK`, `VVI`, `VVN`, `VVNK`, `VVZ`, `XX`, `Y`, `ZZ1`, `ZZ2`, `ZZ221`, `ZZ222` |
+| **`tagger`** | `APPGE`, `AT`, `AT1`, `BCL21`, `BCL22`, `CC`, `CCB`, `CS`, `CS21`, `CS22`, `CS31`, `CS32`, `CS33`, `CS41`, `CS42`, `CS43`, `CS44`, `CSA`, `CSN`, `CST`, `CSW`, `CSW31`, `CSW32`, `CSW33`, `DA`, `DA1`, `DA2`, `DAR`, `DAT`, `DB`, `DB2`, `DD`, `DD1`, `DD2`, `DDQ`, `DDQGE`, `DDQGE31`, `DDQGE32`, `DDQGE33`, `DDQV`, `DDQV31`, `DDQV32`, `DDQV33`, `EX`, `FO`, `FU`, `FW`, `GE`, `IF`, `II`, `II21`, `II22`, `II31`, `II32`, `II33`, `II41`, `II42`, `II43`, `II44`, `IO`, `IW`, `JJ`, `JJ21`, `JJ22`, `JJ31`, `JJ32`, `JJ33`, `JJ41`, `JJ42`, `JJ43`, `JJ44`, `JJR`, `JJT`, `JK`, `MC`, `MC1`, `MC2`, `MC221`, `MC222`, `MCMC`, `MD`, `MF`, `ND1`, `NN`, `NN1`, `NN121`, `NN122`, `NN131`, `NN132`, `NN133`, `NN141`, `NN142`, `NN143`, `NN144`, `NN2`, `NN21`, `NN22`, `NN221`, `NN222`, `NN231`, `NN232`, `NN233`, `NN31`, `NN32`, `NN33`, `NNA`, `NNB`, `NNL1`, `NNL2`, `NNO`, `NNO2`, `NNT1`, `NNT131`, `NNT132`, `NNT133`, `NNT2`, `NNU`, `NNU1`, `NNU2`, `NNU21`, `NNU22`, `NP`, `NP1`, `NP2`, `NPD1`, `NPD2`, `NPM1`, `NPM2`, `PN`, `PN1`, `PN121`, `PN122`, `PN21`, `PN22`, `PNQO`, `PNQS`, `PNQS31`, `PNQS32`, `PNQS33`, `PNQV`, `PNQV31`, `PNQV32`, `PNQV33`, `PNX1`, `PPGE`, `PPH1`, `PPHO1`, `PPHO2`, `PPHS1`, `PPHS2`, `PPIO1`, `PPIO2`, `PPIS1`, `PPIS2`, `PPX1`, `PPX121`, `PPX122`, `PPX2`, `PPX221`, `PPX222`, `PPY`, `RA`, `RA21`, `RA22`, `REX`, `REX21`, `REX22`, `REX41`, `REX42`, `REX43`, `REX44`, `RG`, `RG21`, `RG22`, `RG31`, `RG32`, `RG33`, `RG41`, `RG42`, `RG43`, `RG44`, `RGQ`, `RGQV`, `RGQV31`, `RGQV32`, `RGQV33`, `RGR`, `RGT`, `RL`, `RL21`, `RL22`, `RL31`, `RL32`, `RL33`, `RP`, `RPK`, `RR`, `RR21`, `RR22`, `RR31`, `RR32`, `RR33`, `RR41`, `RR42`, `RR43`, `RR44`, `RR51`, `RR52`, `RR53`, `RR54`, `RR55`, `RRQ`, `RRQV`, `RRQV31`, `RRQV32`, `RRQV33`, `RRR`, `RRT`, `RT`, `RT21`, `RT22`, `RT31`, `RT32`, `RT33`, `RT41`, `RT42`, `RT43`, `RT44`, `TO`, `UH`, `UH21`, `UH22`, `UH31`, `UH32`, `UH33`, `VB0`, `VBDR`, `VBDZ`, `VBG`, `VBI`, `VBM`, `VBN`, `VBR`, `VBZ`, `VD0`, `VDD`, `VDG`, `VDI`, `VDN`, `VDZ`, `VH0`, `VHD`, `VHG`, `VHI`, `VHN`, `VHZ`, `VM`, `VM21`, `VM22`, `VMK`, `VV0`, `VVD`, `VVG`, `VVGK`, `VVI`, `VVN`, `VVNK`, `VVZ`, `XX`, `Y`, `ZZ1`, `ZZ2`, `ZZ221`, `ZZ222` |
 | **`ner`** | `ActorsAbstractions`, `ActorsFirstPerson`, `ActorsPeople`, `ActorsPublicEntities`, `CitationAuthority`, `CitationControversy`, `CitationNeutral`, `ConfidenceHedged`, `ConfidenceHigh`, `OrganizationNarrative`, `OrganizationReasoning`, `PlanningFuture`, `PlanningStrategy`, `SentimentNegative`, `SentimentPositive`, `SignpostingAcademicWritingMoves`, `SignpostingMetadiscourse`, `StanceEmphatic`, `StanceModerated` |
 
 </details>
@@ -60,10 +60,10 @@ English pipeline for part-of-speech and rhetorical tagging using a smaller 'comm
 
 | Type | Score |
 | --- | --- |
-| `TAG_ACC` | 97.64 |
-| `ENTS_F` | 81.40 |
-| `ENTS_P` | 82.07 |
-| `ENTS_R` | 80.74 |
-| `TOK2VEC_LOSS` | 150973939.97 |
-| `TAGGER_LOSS` | 3936874.26 |
-| `NER_LOSS` | 12742855.43 |
+| `TAG_ACC` | 97.68 |
+| `ENTS_F` | 81.76 |
+| `ENTS_P` | 82.60 |
+| `ENTS_R` | 80.95 |
+| `TOK2VEC_LOSS` | 210102533.04 |
+| `TAGGER_LOSS` | 4732599.11 |
+| `NER_LOSS` | 15047904.69 |

config.cfg

@@ -1,6 +1,6 @@
 [paths]
-train = "spacy_train_07.spacy"
-dev = "spacy_dev_07.spacy"
+train = "spacy_train_cd.spacy"
+dev = "spacy_test_cd.spacy"
 vectors = null
 init_tok2vec = null
 
@@ -106,8 +106,8 @@ dropout = 0.1
 accumulate_gradient = 1
 patience = 20000
 max_epochs = -1
-max_steps = 80000
-eval_frequency = 1000
+max_steps = 96000
+eval_frequency = 1200
 frozen_components = []
 annotating_components = []
 before_to_disk = null
@@ -142,8 +142,8 @@ eps = 0.00000001
 learn_rate = 0.001
 
 [training.score_weights]
-tag_acc = 0.4
-ents_f = 0.6
+tag_acc = 0.35
+ents_f = 0.65
 ents_p = 0.0
 ents_r = 0.0
 ents_per_type = null

en_docusco_spacy_cd-any-py3-none-any.whl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3c4ba27b27fa3effb8af587c05fc1d6a1a7a312ced5d884a65cbb048a84e8a93
-size 8394802
+oid sha256:1cf13c1ab62c7f84ee5a9ab32638c4e2118db61d29f0f97a3ccb97bf37f08323
+size 8544562

meta.json

@@ -1,14 +1,14 @@
 {
   "lang":"en",
   "name":"docusco_spacy_cd",
-  "version":"1.3",
+  "version":"1.5",
   "description":"English pipeline for part-of-speech and rhetorical tagging using a smaller 'common dictionary'.",
   "author":"David Brown",
   "email":"dwb2@andrew.cmu.edu",
   "url":"https://docuscope.github.io",
   "license":"MIT",
-  "spacy_version":">=3.7.4,<3.8.0",
-  "spacy_git_version":"bff8725f4",
+  "spacy_version":">=3.8.6,<3.9.0",
+  "spacy_git_version":"911539e",
   "vectors":{
     "width":0,
     "vectors":0,
@@ -96,8 +96,6 @@
       "JK",
       "MC",
       "MC1",
-      "MC121",
-      "MC122",
       "MC2",
       "MC221",
       "MC222",
@@ -121,6 +119,9 @@
       "NN22",
       "NN221",
       "NN222",
+      "NN231",
+      "NN232",
+      "NN233",
       "NN31",
       "NN32",
       "NN33",
@@ -193,6 +194,9 @@
       "RG",
       "RG21",
       "RG22",
+      "RG31",
+      "RG32",
+      "RG33",
       "RG41",
       "RG42",
       "RG43",
@@ -327,112 +331,112 @@
 
   ],
   "performance":{
-    "tag_acc":0.9763683149,
-    "ents_f":0.8139802353,
-    "ents_p":0.8206658604,
-    "ents_r":0.80740266,
+    "tag_acc":0.9767705858,
+    "ents_f":0.8176289731,
+    "ents_p":0.8259539432,
+    "ents_r":0.8094701467,
     "ents_per_type":{
-      "ActorsPeople":{
-        "p":0.8542168374,
-        "r":0.8696353974,
-        "f":0.8618571637
+      "OrganizationNarrative":{
+        "p":0.8145934055,
+        "r":0.7777322915,
+        "f":0.7957361953
       },
-      "ActorsPublicEntities":{
-        "p":0.8169841646,
-        "r":0.8246103931,
-        "f":0.8207795646
+      "SentimentNegative":{
+        "p":0.7480783987,
+        "r":0.6944167217,
+        "f":0.720249437
       },
-      "OrganizationReasoning":{
-        "p":0.8497536946,
-        "r":0.8395089039,
-        "f":0.8446002337
+      "ConfidenceHigh":{
+        "p":0.8115417559,
+        "r":0.7851297881,
+        "f":0.79811732
       },
-      "ActorsFirstPerson":{
-        "p":0.8645147555,
-        "r":0.8759769676,
-        "f":0.8702081187
+      "SignpostingAcademicWritingMoves":{
+        "p":0.7271968274,
+        "r":0.6005515973,
+        "f":0.6578342827
       },
       "ConfidenceHedged":{
-        "p":0.8414330099,
-        "r":0.849020822,
-        "f":0.8452098865
+        "p":0.8557559199,
+        "r":0.8532536641,
+        "f":0.8545029601
       },
-      "SentimentPositive":{
-        "p":0.7541410809,
-        "r":0.6988926856,
-        "f":0.7254665342
+      "ActorsAbstractions":{
+        "p":0.8306375536,
+        "r":0.8279040157,
+        "f":0.829268532
+      },
+      "StanceEmphatic":{
+        "p":0.8390007208,
+        "r":0.8589556074,
+        "f":0.8488609062
+      },
+      "CitationNeutral":{
+        "p":0.8226691042,
+        "r":0.7520193111,
+        "f":0.7857593248
       },
       "SignpostingMetadiscourse":{
-        "p":0.9222331178,
-        "r":0.8799657453,
-        "f":0.9006037785
+        "p":0.9362602913,
+        "r":0.8712781955,
+        "f":0.9026011707
       },
-      "ActorsAbstractions":{
-        "p":0.812620511,
-        "r":0.8397741356,
-        "f":0.825974217
+      "OrganizationReasoning":{
+        "p":0.8655633706,
+        "r":0.8245572547,
+        "f":0.8445628625
       },
-      "CitationAuthority":{
-        "p":0.7421895511,
-        "r":0.6606683805,
-        "f":0.6990603363
+      "ActorsFirstPerson":{
+        "p":0.8573744296,
+        "r":0.8892793396,
+        "f":0.8730354922
       },
-      "SentimentNegative":{
-        "p":0.7569732066,
-        "r":0.681115792,
-        "f":0.7170438069
+      "SentimentPositive":{
+        "p":0.7647190243,
+        "r":0.7007852205,
+        "f":0.7313575406
       },
-      "OrganizationNarrative":{
-        "p":0.8146691347,
-        "r":0.7606297812,
-        "f":0.7867225698
+      "ActorsPublicEntities":{
+        "p":0.8314828214,
+        "r":0.8213995218,
+        "f":0.8264104154
       },
-      "StanceEmphatic":{
-        "p":0.8325835219,
-        "r":0.8587117676,
-        "f":0.8454458216
+      "ActorsPeople":{
+        "p":0.8479485025,
+        "r":0.879949668,
+        "f":0.8636527499
       },
-      "ConfidenceHigh":{
-        "p":0.793492611,
-        "r":0.7964435325,
-        "f":0.7949653333
+      "CitationAuthority":{
+        "p":0.7637069384,
+        "r":0.6656798477,
+        "f":0.7113320529
       },
       "PlanningFuture":{
-        "p":0.8015720524,
-        "r":0.7731229292,
-        "f":0.7870905037
+        "p":0.7797759737,
+        "r":0.8022413702,
+        "f":0.7908491623
       },
-      "SignpostingAcademicWritingMoves":{
-        "p":0.6799470549,
-        "r":0.6417239225,
-        "f":0.6602827763
+      "CitationControversy":{
+        "p":0.7966404575,
+        "r":0.7434956638,
+        "f":0.7691511387
       },
       "PlanningStrategy":{
-        "p":0.7405392335,
-        "r":0.7067443605,
-        "f":0.7232472325
-      },
-      "CitationNeutral":{
-        "p":0.8012995179,
-        "r":0.7580805076,
-        "f":0.7790910944
+        "p":0.7800919498,
+        "r":0.6847222598,
+        "f":0.7293024866
       },
       "StanceModerated":{
-        "p":0.8127539304,
-        "r":0.8244042286,
-        "f":0.8185376268
-      },
-      "CitationControversy":{
-        "p":0.7450381679,
-        "r":0.7160674982,
-        "f":0.7302656192
+        "p":0.8150178586,
+        "r":0.8149501661,
+        "f":0.814984011
       }
     },
-    "tok2vec_loss":1509739.3996848087,
-    "tagger_loss":39368.7426280975,
-    "ner_loss":127428.554314194
+    "tok2vec_loss":2101025.3303794791,
+    "tagger_loss":47325.9910907745,
+    "ner_loss":150479.046875
   },
   "requirements":[
-
+    "spacy>=3.8.6,<3.9.0"
   ]
 }

ner/moves

@@ -1 +1 @@
-��moves�t{"0":{},"1":{"ActorsPeople":2252459,"ActorsAbstractions":2160829,"SentimentNegative":1838447,"OrganizationNarrative":1220253,"SentimentPositive":1215068,"SignpostingMetadiscourse":982819,"ActorsFirstPerson":942047,"OrganizationReasoning":603068,"StanceEmphatic":540777,"ActorsPublicEntities":488472,"ConfidenceHedged":449697,"ConfidenceHigh":422991,"PlanningFuture":318827,"PlanningStrategy":277732,"SignpostingAcademicWritingMoves":153321,"CitationNeutral":95864,"StanceModerated":85078,"CitationAuthority":80084,"CitationControversy":22589},"2":{"ActorsPeople":2252459,"ActorsAbstractions":2160829,"SentimentNegative":1838447,"OrganizationNarrative":1220253,"SentimentPositive":1215068,"SignpostingMetadiscourse":982819,"ActorsFirstPerson":942047,"OrganizationReasoning":603068,"StanceEmphatic":540777,"ActorsPublicEntities":488472,"ConfidenceHedged":449697,"ConfidenceHigh":422991,"PlanningFuture":318827,"PlanningStrategy":277732,"SignpostingAcademicWritingMoves":153321,"CitationNeutral":95864,"StanceModerated":85078,"CitationAuthority":80084,"CitationControversy":22589},"3":{"ActorsPeople":2252459,"ActorsAbstractions":2160829,"SentimentNegative":1838447,"OrganizationNarrative":1220253,"SentimentPositive":1215068,"SignpostingMetadiscourse":982819,"ActorsFirstPerson":942047,"OrganizationReasoning":603068,"StanceEmphatic":540777,"ActorsPublicEntities":488472,"ConfidenceHedged":449697,"ConfidenceHigh":422991,"PlanningFuture":318827,"PlanningStrategy":277732,"SignpostingAcademicWritingMoves":153321,"CitationNeutral":95864,"StanceModerated":85078,"CitationAuthority":80084,"CitationControversy":22589},"4":{"ActorsPeople":2252459,"ActorsAbstractions":2160829,"SentimentNegative":1838447,"OrganizationNarrative":1220253,"SentimentPositive":1215068,"SignpostingMetadiscourse":982819,"ActorsFirstPerson":942047,"OrganizationReasoning":603068,"StanceEmphatic":540777,"ActorsPublicEntities":488472,"ConfidenceHedged":449697,"ConfidenceHigh":422991,"PlanningFuture":318827,"PlanningStrategy":277732,"SignpostingAcademicWritingMoves":153321,"CitationNeutral":95864,"StanceModerated":85078,"CitationAuthority":80084,"CitationControversy":22589,"":1},"5":{"":1}}�cfg��neg_key�
+��moves�t{"0":{},"1":{"ActorsPeople":2139427,"ActorsAbstractions":2067908,"SentimentNegative":1736899,"OrganizationNarrative":1160428,"SentimentPositive":1135987,"SignpostingMetadiscourse":922408,"ActorsFirstPerson":868040,"OrganizationReasoning":565594,"StanceEmphatic":502098,"ActorsPublicEntities":464486,"ConfidenceHedged":424490,"ConfidenceHigh":391164,"PlanningFuture":296839,"PlanningStrategy":261955,"SignpostingAcademicWritingMoves":149460,"CitationNeutral":90667,"StanceModerated":80646,"CitationAuthority":76595,"CitationControversy":21685},"2":{"ActorsPeople":2139427,"ActorsAbstractions":2067908,"SentimentNegative":1736899,"OrganizationNarrative":1160428,"SentimentPositive":1135987,"SignpostingMetadiscourse":922408,"ActorsFirstPerson":868040,"OrganizationReasoning":565594,"StanceEmphatic":502098,"ActorsPublicEntities":464486,"ConfidenceHedged":424490,"ConfidenceHigh":391164,"PlanningFuture":296839,"PlanningStrategy":261955,"SignpostingAcademicWritingMoves":149460,"CitationNeutral":90667,"StanceModerated":80646,"CitationAuthority":76595,"CitationControversy":21685},"3":{"ActorsPeople":2139427,"ActorsAbstractions":2067908,"SentimentNegative":1736899,"OrganizationNarrative":1160428,"SentimentPositive":1135987,"SignpostingMetadiscourse":922408,"ActorsFirstPerson":868040,"OrganizationReasoning":565594,"StanceEmphatic":502098,"ActorsPublicEntities":464486,"ConfidenceHedged":424490,"ConfidenceHigh":391164,"PlanningFuture":296839,"PlanningStrategy":261955,"SignpostingAcademicWritingMoves":149460,"CitationNeutral":90667,"StanceModerated":80646,"CitationAuthority":76595,"CitationControversy":21685},"4":{"ActorsPeople":2139427,"ActorsAbstractions":2067908,"SentimentNegative":1736899,"OrganizationNarrative":1160428,"SentimentPositive":1135987,"SignpostingMetadiscourse":922408,"ActorsFirstPerson":868040,"OrganizationReasoning":565594,"StanceEmphatic":502098,"ActorsPublicEntities":464486,"ConfidenceHedged":424490,"ConfidenceHigh":391164,"PlanningFuture":296839,"PlanningStrategy":261955,"SignpostingAcademicWritingMoves":149460,"CitationNeutral":90667,"StanceModerated":80646,"CitationAuthority":76595,"CitationControversy":21685,"":1},"5":{"":1}}�cfg��neg_key�

tagger/cfg

@@ -77,8 +77,6 @@
     "JK",
     "MC",
     "MC1",
-    "MC121",
-    "MC122",
     "MC2",
     "MC221",
     "MC222",
@@ -102,6 +100,9 @@
     "NN22",
     "NN221",
     "NN222",
+    "NN231",
+    "NN232",
+    "NN233",
     "NN31",
     "NN32",
     "NN33",
@@ -174,6 +175,9 @@
     "RG",
     "RG21",
     "RG22",
+    "RG31",
+    "RG32",
+    "RG33",
     "RG41",
     "RG42",
     "RG43",

tok2vec/model

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:58e0806e259d1699a33eb0804db3d207aea31ea5aba7826c5f32b62076f718c4
+oid sha256:17036ee71299a0f23fa8ed2a91afae0d44a583c3277fec5c5d9083dcf88dd921
 size 6009091