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1_Pooling/config.json

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+{
+    "word_embedding_dimension": 768,
+    "pooling_mode_cls_token": false,
+    "pooling_mode_mean_tokens": true,
+    "pooling_mode_max_tokens": false,
+    "pooling_mode_mean_sqrt_len_tokens": false,
+    "pooling_mode_weightedmean_tokens": false,
+    "pooling_mode_lasttoken": false,
+    "include_prompt": true
+}

README.md

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+---
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- dense
+- generated_from_trainer
+- dataset_size:50000
+- loss:CosineSimilarityLoss
+base_model: google-bert/bert-base-cased
+widget:
+- source_sentence: '             Sometimes it is best to leave well enough alone.  I
+    was drawn into the pretty new templates (and I really like my new one!) on blogger.com,
+    and I ended up losing my comments as well as my links.  So bear with me as I try
+    and get everything back to the way it should be.  I think I should have comments
+    enabled on this entry, but none of the previous ones.  I will do the best to get
+    the links back on the page if I can figure out where the codes go in the template.            '
+  sentences:
+  - '           I have wanted to write this post for a while.  In-fact I am going
+    to love writing it so much and it brings up so many other points I think I might
+    just go off on a big thinking tangent over DATE with my thoughts and what I think
+    about.     This conversation was started on TIME in the van and did not last
+    TIME while on the way to the buffet but while that van was moving a lot of opinions
+    were expressed and a lot of secrets about people were revealed.  PERSON asking
+    students what they could and could not do on their shows at school started the
+    conversation.  “Can you guys report about porn and teens?”  He gets
+    varied responses.  “Can you guys report on gay students?”  And there
+    is where it all starts.  I say that I do not understand the controversy behind
+    gay people.  You are not showing anything, just talking about it.  In-fact,
+    what are you reporting, there is no story!  “What do you think about gay
+    people?”  That isn’t a story, it is segregation.  That is like asking,
+    what do you think about minorities?  It is separating people.  The story
+    itself is the controversy.  So I bring all this up and we get a split van. 
+    Introducing Kyle, PERSON liked this topic because he was totally against even
+    thinking about gay people.  I’m sure if he had a gun and was in a situation
+    that involved gay people…it would no longer involve gay people, this was his thinking. 
+    He just flat out hates them.  I on the other had, while not being one of
+    them, do not dislike them.  That is what makes this conversation so difficult. 
+    If you stand up for a group, suddenly you are a part of that group.  I fought
+    like crazy.     ORG points…  “It’s not normal” – Define normal (for the sake
+    of him not being here lets actually define it).      Conforming with,
+    adhering to, or constituting a norm, standard, pattern, level, or type. GPE; Functioning
+    or occurring in a natural way; lacking observable abnormalities or deficiencies.     Ok,
+    so his point holds true to a certain extent.  The natural way.  But
+    my point of normal is that word typical.  Typical can change depending on
+    the population.  It is natural that a penis enters a vagina but there are
+    other places for it to enter.  Kids cannot be made without the natural way
+    so I will give him that.  It is not the natural way but it can become normal;
+    that is dependent on the population at the time.     “It is gross, I don’t
+    want to see that” – See what?  Kissing?  Intercourse?  You are
+    in public!  They might not want to see you kiss.     So I realized that
+    I was getting nowhere with him.  He disliked them just as anyone would dislike
+    a minority.  The funny thing is we actually continued and he said, and I
+    quote, “I don’t have a problem with lesbians!”  He actually said this. 
+    I don’t think he realizes that lesbians are gay.  The word means the same
+    thing!     My point…  If a couple is gay then I don’t care, I don’t want
+    to see it but I don’t care.  Some people like anal even with a guy and a
+    girl, I am grossed out by the idea.  Luckily I don’t need to see it, in-fact
+    someone I know may love it and it would not affect our relationship as friends. 
+    Personally I don’t like to see someone making out in public (gay or strait). 
+    I don’t dislike seeing it because it grosses me out, instead because I think it
+    is like sex, in terms of something that should be done in private.  So I
+    don’t mind a guy holding another guy hand or a girl holding another girls hand. 
+    I don’t like to see it go farther in public but I’m not appalled by it if they
+    do and won’t think any different of them.     If you are like PERSON then
+    grow up.     So the conversation continues with Kyle.  I ask him, “People
+    are all different religions so we have no normal on a specific religion but many
+    consider being religious normal, do you have a problem with ORG; PERSON responds,
+    “Yeah, I DATE; Now I was appalled, this guy was an idiot.  “WORK_OF_ART,
+    up until this conversation you had no problem with me, you thought I was fine. 
+    Now, I tell you, I deny the existence of God.”  “You are an atheist?” 
+    And now I am trash.  I go from a fine person to trash.  I am not going
+    to go into the details of the atheist argument, I will in another post as it was
+    just as long.     I still do not understand the controversy in gays and the
+    controversy in religion.  If you believe in a specific religion than learning
+    about others should not sway you.  After all, you believe everything you
+    were taught about that religion, you know it as true.  Why would you be offended
+    by another opinion?            '
+  - '             Well, this will be my last blog for awhile. I''m going to China for
+    DATE. I''m just so excited right now, I don''t know what to do with myself. I
+    leave here in TIME, but I''m packed and all ready.   I have this routine of chatting
+    nightly with a certain young man. I''ll miss those conversations, as will he,
+    I''m sure. But at least when I come back, I''ll probably have lots to talk about!   Oh,
+    I snapped DATE! I have to deal with this woman who is a total retard. She doesn''t
+    know she''s a retard, which makes it even more frustrating. I just had it with
+    her DATE, and I accidentally let it slip ''I just want to kick you!'' Yes, that''s
+    right. I told her flat out. She seemed a little confused, but all the people around
+    me held back their snickering. She is also going to China with me, so
+    by this time in DATE, be prepared to read my murder confession right here on this
+    blog.   Let''s see, anything else exciting happen lately? Um, not really. Oh,
+    I waxed my legs DATE. I''ve done it before and it''s no big deal. The ORDINAL
+    time I did it, I managed to get wax in my hair and on my living room carpet. This
+    time, I only got the wax on my legs. The only thing that scares me about hot wax
+    is the possibility of burning myself. After I took the wax out of the microwave,
+    the ORDINAL goob I applied hurt like hell, but I survived. So now my legs are
+    nice and smooth! But, I am never doing it myself again. Next time, I''ll pay an
+    expert to do it. Is it weird that the actually process of ripping the hair out
+    of my legs doesn''t hurt me?   PERSON, I''m still bored. Still TIME to go.   Want
+    to hear what I packed for my trip? A bunch of clothes, lots and lots of underwear,
+    my toiletries, granola bars, ORG, shoes, baby wipes, passport, plane tickets,
+    CARDINAL magazines, CARDINAL book, a swimsuit, sunglasses, camera, sunblock, lots
+    of money, and a teddy bear that I sleep with! I figured, I have the extra room
+    in my suitcase, so why not? I''ve pretty much been packed for DATE, so I don''t
+    think I''ve forgotten anything. But I won''t really know that until I get there.   I''m
+    drinking a PRODUCT right now. I love PERSON. I love ORG too, but sometimes only
+    PRODUCT will hit the spot.   My pet hamster, PERSON,  is at my parents''
+    house right now. Believe it or not, I actually miss her! My house is a little
+    too quiet right now. I need the little noffnick to run around and bang into walls.
+    It makes me giggle. I hope she remembers me when I get back.   Well, I guess that''s
+    all I have to say for now. Talk to you when I get back!           '
+  - '           Here''s my PRODUCT horoscope for DATE:   You''re in the mood for some
+    monkey business. Your overwhelming animal magnetism gives you a head start DATE,
+    and that''s your cue to start swinging. If the man or woman of your dreams isn''t
+    available, you''ll have no trouble amusing yourself with some passing fancy. Excellent
+    grooming is essential, but it comes naturally. Even if you''re just being casual,
+    others see you as a picture of style and elegance. Get an early start on your
+    weekend. With all that you have going for you, there''s a lot of ground to cover.           '
+- source_sentence: '       Wow.  I said GOD DAMN! God damn... god damn.  I went to
+    a rave on DATE.  It was quite an experience.  And due to my enthusiasm for this
+    new-found enjoyment my former raver friend has bestowed the title ''skittle puke''
+    upon me.  I like it.  It may become my raver name....hehe.  Me=nuts.  Almonds
+    in fact..but I''m getting off topic.    So, at this rave, I became entranced.  Complete
+    and utter awe at all that was happening around me.  I am in love with that scene.  Rave
+    Rave Rave!  I was offered muchas drugas.... didn''t accept, but now I want to
+    go to one of these so called ''parties'' totally ORG.    My old crush was there.  PERSON.  That
+    bastard.  He was fucked up.  Fucked FUCKED  ORG  up.  His friend, PERSON, no doubt
+    was as well.  In fact I know he was, he told me he was on PERSON, and put his
+    hand on my ass.  PERSON!  PERSON keeps blowing me off.  It mak-es me sayad.  I
+    really liked talking to him in metal shop DATE.  I miss our flirtation.  Since
+    that rave I can''t get him out of my head.  Maddening I tell you!  I want him
+    so badly [AGAIN] and he ignores me.  Must tell him he ith a thexy beatht and I
+    want his nutz.  That isn''t the way to get a guy, but I''m damn desperate for
+    him.  I''ll try the ''Heydoyouwanttogotoamovie?'' routine.  PERSON bastard will
+    probably say no again.   I hope he is more empathetic to my feelings for him...
+    or feelings for his dick, as it were....  I''m allowed back in the mall DATE.  My
+    CARDINAL suspension is up!  I am free to return!  Yeyah!  Another return--> AC
+    has it''s claws in my mind flesh and I can no longer function w/o it.  Eep!  The
+    obsession is back with a vengance.  PRODUCT is at level CARDINAL and on the rise!  ~~~FO
+    SHO~~~  For the purpose of incriminating PERSON The dewds I got my eye on:  PERSON
+    David PERSON PERSON ...as hopeful always .........guess which one (other than
+    Scott) is not a Freshman.          '
+  sentences:
+  - '                 I''m going to take PERSON''s line:  WHERE ARE YOU ALL?      '
+  - '       Oy Vey!  I am worn fucking out.  What I would give to just be done with
+    highschool, or to re-do it.  If I could go back and do all my work when it was
+    assigned...All this fucking work is taking it''s toll on me.  I keep having the
+    ''bad'' thoughts.  And for once I am not referring to sex.  I mean the harmful
+    ''bad'' thoughts.  The ones that result in my bleeding from the wrist.  Is it
+    so wrong to want to see my own blood? ...and to act upon that desire?  Is it?  I''m
+    careful dammit.  It would be really cool to see a lot of my blood.  I know what
+    you people reading this are thinking, yeah, I am wearing a thong today!  Heh,
+    but really, I''m a strange masochistic fucker and I want to see blood.  My own.    I
+    heard from one of my good friends DATE that boys from my old school were reading
+    this blog when she was and was intigued with my speak of orgasms...well boys,
+    aren''t you just kicking yourselves now?  That semi-goth chick was a little more
+    interesting than she appeared, huh?  Oh and just for kicks to improve your circle
+    jerks: I masturbate.  Horrors!  A girl?!  With...her fingers...and...whoa, man...
+    Yes.  I''m sure you''ll be wacking off to that fantasy tonight.  GPE  Sorry to
+    ruin the fantasy but most of the preppy bitches that are ''so hot'' don''t bang
+    their game on a regular basis the way some of the more intelligent female individuals
+    [such as myself and friends] do.  Sorry to disappoint   -_-  In case any of you
+    idiots didn''t get that I was insulting any male who is not friends with me.  Nothing
+    personal, really, I''ve just had a long day around many stupid people who I have
+    to endure for DATE.  I hate teenagers. We''re all so fucking stupid, and most
+    of the time we don''t even realize it.  It irritates me.  There was a girl who
+    was sitting with me and my ''friends'' [I use quotes because I was not spoken
+    to the entire lunch period] and she said to a boy that she would ''fucking hit
+    him'' if he did something...  I am not a violent person but I wanted to beat the
+    shit out of her.  Hostility comes with unhappiness.  And I am very unhappy.  I
+    just hope I can continue to surpress such urges until I get back to PERSON.  I
+    also hope I do not damage myself further during this misery we call life.  My
+    mom is pissed at me because I''m not doing homework right now.  She left to get
+    Schindler''s List so I can get more info for the project and when she came back
+    I was writing in this.  ''I''m just tired of people saying CARDINAL thing and
+    doing another.''  This isn''t just me but whenever I lose her suppport I want
+    to cut the fuck out of myself.  I have no one here, except her.  Without her I
+    am completely alone, I need her not to be upset with me.           '
+  - '              urlLink    SPC Mackey and me  urlLink            '
+- source_sentence: ' GPE  tells the story of legendary hoofer PERSON who tapped his
+    way to stardom and success as GPE''s highest paid black entertainer only to die
+    penniless . Hines brings charisma , charm , and lots of great tappin '' to the
+    title role in this polished and sanitized biography . A fun watch especially for
+    those who love tappin '' .'
+  sentences:
+  - '            This post is going to be long. Just to warn you.   '
+  - PERSON is a wonderful black and white NORP film about a man who is seemingly haunted
+    by ghosts . Anand is a doctor ( who smokes a lot ) and encounters a strange woman
+    on a dark road in a storm , who he gives a ride to and she gets off at the cemetery
+    , where she ( of course ) disappears . Anand is engaged to PERSON , but PERSON
+    dies mysteriously and GPE is married off to PERSON , and it seems that PERSON
+    is not what she seems at all . There's also a twist ending . Lots of fun and interesting
+    scenes and songs , plus also a great ice skating rink sequence . There's also
+    a " rock and roll dance " sequence where we're treated to something like " the
+    twist " crossed with , uh , square dancing ? Anyway , this is atmospheric and
+    appropriately gloomy at times , and for the age of the film the print I got (
+    ORG ) is surprisingly well preserved , for an NORP film , although it looks as
+    though it could have been made DATE . Entertaining and rather NORP at times .
+    .
+  - ' The Big Tease  is an under-rated , genuinely funny , and intelligently made
+    film about a dauntless NORP hair stylist , ORG , and his quest for the globally
+    coveted ORG . A tour de force by ORG , the film delivers plenty of wry NORP humor
+    and less subtle NORP hilarity with warmth and coherence , develops it''s unlikely
+    centerpiece ( LOC ) , sticks faithfully to it''s plot , and builds to satisfying
+    and very funny climax .'
+- source_sentence: '           Wouldn''t it be weird if you were standing on the ORG?
+    ........ Okay, my point now, if you weren''t burning up and stuff, think were
+    your shadow would be.....right above you!  This is a strange concept to me, tons
+    of science geeks will now email me with how this impossible. Grr.  I''m going
+    to go get ready to watch Survivor.  Go PERSON.         '
+  sentences:
+  - '       Translation theology is a way for... I guess I''ll call them ''post-modernists''...
+    to teach their theology. The people I''m calling ''post-modernists'' are the kind
+    who do not believe with the NORP philosophy presented in the WORK_OF_ART. Instead
+    of just admitting that, they translate the WORK_OF_ART (mis-translate the Word)
+    to reflect their opinions. The latest LANGUAGE example of this I know of is the  urlLink
+    ''Good as New''  translation. Here are some verses from the translation: PERSON
+    ''John, nicknamed ''WORK_OF_ART.'' He was in the desert, inviting people to be
+    dipped, to show they were determined to change their ways and wanted to be forgiven.''  PERSON
+    1:10-11 ''As he was climbing up the bank again, the sun shone through a gap in
+    the clouds. At the same time a pigeon flew down and perched on him. Jesus took
+    this as a sign that God''s spirit was with him. A voice from overhead was heard
+    saying, ''That''s my boy! You''re doing fine!''''  Matthew 23:25 ''Take a running
+    jump, GPE, humbugs!''  Matthew 26:69-70 ''Meanwhile PERSON was still sitting in
+    the courtyard. A woman came up to him and said: ''Haven''t I seen you with Jesus,
+    the hero from Galilee?'' GPE shook his head and said: ''I don''t know what the
+    hell you''re talking about!''''  CARDINAL Corinthians 7:1-2 ''Some of you think
+    the best way to cope with sex is for men and women to keep right away from each
+    other. That is more likely to lead to sexual offences. My advice is for everyone
+    to have a regular partner.''  CARDINAL Corinthians 7:8-7 ''If you know you have
+    strong needs, get yourself a partner. Better than being frustrated.'' If you''d
+    like to see other translations of these passages, you can find them at  urlLink
+    http://bible.crosswalk.com/  and  urlLink http://www.gospelcom.net/ibs/ . I''ve
+    demonstrated that I do know how to translate (although I admit that I don''t know
+    any Biblical languages). However, translation from NORP to LANGUAGE is not completely
+    unlike translating from GPE, ORG, or NORP into LANGUAGE. There''s always the same
+    quandery, ''Should I keep this like how it looks in X language, should I make
+    it look like something one would say in LANGUAGE, or should I do something in-between.''
+    LANGUAGE-speaking people often say ''to have a right'' when LANGUAGE-speaking
+    people would use ''to be able, can.'' For example, ''Click here to have a right
+    to see the new photo of...'' (I think that may have to do with entitlement mentality,
+    but that''s another topic.) It looks strange to right that in LANGUAGE but it''s
+    normal in LANGUAGE.  The ''Good as New'' version of CARDINAL Corinthians 7:1-2
+    is ''Some of you think the best way to cope with sex is for men and women to keep
+    right away from each other. That is more likely to lead to sexual offences. My
+    advice is for everyone to have a regular partner.''  WORK_OF_ART version is ''Now
+    concerning the things whereof ye wrote unto me: It is good for a man not to touch
+    a woman. Nevertheless, to avoid fornication, let every man have his own wife,
+    and let every woman have her own husband.''  The KJV''s ''wife'' and ''husband''
+    become ''regular partner'' in the ''Good as New.'' It''s very easy to explain
+    why this is a miss-translation. ''Wife'' and ''husband'' suggest a marriage ceremony.
+    ''Regular  urlLink partner '' suggests a girlfriend/boyfriend where marriage hasn''t
+    necessary taken place. This ignores all the verses in the old testament that give  urlLink
+    wife  and  urlLink husband  clear definitions.  PERSON    '
+  - '        FIRE UP THE LAUGH TRACK  We can be sure that some pundits will acclaim
+    the speech as bold and brilliant; they would do that if he read from ''The Very
+    Hungry Caterpillar.''  - urlLink PERSON , CARDINAL In  urlLink Mr McFadden , we''ve
+    found one of them.  I could probably spread this one out over a week if I wanted
+    to.  But I have a lot to do.  Hmm, I''m in a Fisking mood:  The State of the Union
+    Address has been compared to EVENT of politics,...  Hmm, I must nitpick now.  What
+    is this magical ''super bowl of politics'', this mysterious ORDINAL party to which
+    ORG has been compared?  Either do some research and figure out what that analogical
+    middle-man is, or get your copy editor in here, stat, and rediscover that magical
+    phrase ''referred to as''.  Now let''s get serious, Mr Mc.  ...yet last night''s
+    speech lacked the metaphorical high kicking cheerleaders and pyrotechnic halftime
+    shows that have become a staple of the DATE event.  But it had plenty of ''noo-kyu-lar''!  In
+    perhaps the most serious ORG of the Union speech in recent memory, it was what
+    President PERSON didn''t do and say that set the tone. He did not introduce the
+    ORDINAL Lady. He did not acknowledge dignitaries and special guests in the audience.
+    He did not mention the vacant seat he left open in memory of the victims of DATE.  He
+    did not mention PERSON.  He did not mention any of the promises he made in DATE
+    speech.  He did not provide any new or substantial evidence to add to his case
+    for war in GPE, other than to blanket-define PERSON as ''evil''.  Whenever I hear
+    that, I think of the pictures of GPE eagerly shaking hands with PERSON.  What
+    lies behind your next verbal corner, PERSON?  He did not even tell a joke, although
+    NORP Minority Leader PERSON found the speech amusing.  ...Probably for the same
+    reasons I found it amusing.  Let''s have a look at  urlLink what she had to say  (via
+    PERSON).  Onward!  As PERSON enters DATE year of his presidency, his approval
+    ratings have settled into the DATE, the economy still looms as an unsolved problem,
+    and the country stands on the brink of war with GPE.  Wasn''t his DATE SOtU full
+    of promises to kick-start the economy?  It loomed as a problem then; it looms
+    as a problem now.  Nonetheless, the President spoke with confidence and resolve,
+    telling the NORP people that he (unlike his predecessor) will confront DATE''s
+    challenges, however big they may be.   ''We will not deny, we will not ignore,
+    we will not pass along our problems to other ORG, to other presidents, and other
+    generations,'' the President promised.  PERSON boy.  Robb has now stepped into
+    ORG (well, not in GPE, muahaha, mmm curry!), cuz this is a whopper.  Hey McCheese
+    (ironic I suppose), where in not passing along problems to other generations does  urlLink
+    DEFICITS AS FAR AS THE ORG CAN SEE  fit in?  Yes, oh  urlLink where ?  (Note:
+    I linked to those CARDINAL bastions of liberal thoght, PERSON and ORG).  CARDINAL
+    of PERSON''s themes in his DATE campaign was to ''usher in an era of responsibility,''
+    starting at the top. In the wake of a reckless and irresponsible ORG, PERSON made
+    it a priority to restore honor and dignity to ORG. These efforts have been noticed
+    in little ways - from a suits-only dress code at FAC, to the pre-screening of
+    R movies on PRODUCT PERSON''s approach to policy has also been a study in contrasts.
+    While President PERSON seemed driven by polls and political survival, PERSON has
+    continually pushed big ideas, stayed true to his conservative ideology, and willingly
+    confronted problems head-on.  I think this is as good a time as any to  urlLink
+    link to this .  Robb can only point to little things (suits, R-rated movies) because
+    nothing about PERSON''s budgetary ideas suggest the ushering in of ''an era of
+    responsibility'', be they tax giveaways to wealthy contributors or anything else.  I
+    dont know, but balanced budgets, and then surpluses, those things suggest responsibility
+    to me.  McF doesn''t seem up to telling us just how exactly PERSON''s administration
+    was ''reckless and irresponsible''.  That would allow people like me to compare
+    their criminal record to that of ORG.  And PERSON isn''t driven in the slightest
+    by polls and political survival, like big bad PERSON was.   urlLink Riiiight .  Uh
+    oh, get the editors back in the room,  DATE TIME''s ORG address was sobering,
+    serious, and stern. It''s hard to believe that the speech was given by the very
+    same person who was featured in GPE ''Journeys with George,'' a campaign documentary
+    that showed PERSON crunching on PERSON and bowling oranges down airplane  isles
+    . His sense of humor was also displayed soon after his election when he attended
+    a commencement ceremony at ORG where he offered some advice to graduating seniors:
+    ''To those of you who received honors, awards and distinctions, I say well done.
+    And to the C students, I say, you, too, can be president of GPE.''  I''m not sure
+    how you can fit an island on an airplane, even if a presidential candidate is
+    on board.  Anyway, filler paragraph for a minumum amount of characters, where
+    were we?  But that was then, and this is now. Gone are the jokes, the niceties,
+    the ''hi how''re you doings?'' PERSON may have been a C student, but when it comes
+    to politics he''s done his homework and knows that popularity can vanish in a
+    heartbeat.  Politics is all that he and PERSON seem to know anything about.  But
+    that only works for a little while.  Following EVENT, PERSON had sky high approval
+    ratings, but lost the fall campaign to a little known governor from GPE when the
+    economy turned sour. With the new arrivals of CARDINAL new economic advisors,
+    and with a bold MONEY stimulus plan, President PERSON seems to have learned from
+    his father''s mistakes.  New economic team, same economic policies.  I see Robb
+    is more than happy to use the B-word, that being '' urlLink bold '' to describe
+    PERSON''s economic plan.  And by the way, if his economic plan creates CARDINAL
+    job, just CARDINAL job, then I will have lost a bet.  His economic plans in DATE
+    speech, he summed them up in one word: ''jobs''.  Jobs created since?  CARDINAL.  Somehow,
+    after all the nonsense in this piece, Mr McFadden comes to a sobering conclusion,
+    increasingly unavoidable with DATE that PERSON occupies FAC:  Pundits and analysts
+    predicted that the course of PERSON''s presidency changed with the terrorist attacks.
+    Now, DATE after the attacks, an empty seat memorializing the victims of DATE was
+    the underlying center of attention. The resulting prosecution of a second EVENT,
+    coupled with the performance of the NORP economy over DATE, will likely determine
+    whether PERSON''s presidency is deemed a success or a failure in DATE.   Both
+    are very good reasons for the President''s state of concern.  Anything in DATE
+    about PERSON and the economy give you any confidence, PERSON?  His solution for
+    the final CARDINAL is more tax cuts.  Good luck!  He''ll  definitely  need that
+    second EVENT!  Allow me to take the liberty of showing the difference between
+    PERSON''s SOTU speeches and PERSON''s on DATE.  When PERSON recounted the legislative
+    accomplishments in GPE under his ORG''s leadership, he would put them in terms
+    of their  actual results , as in jobs created, pollution curbed, etc, and not
+    just talking about the legislation itself.  All PERSON can say is that he passed
+    a tax cut; if he talks about how it affected the economy, much less the federal
+    budget, that wouldn''t, um, say a lot of good about the ''state of the union'',
+    would it?  Real positive results are not there.  And they''re not going to be
+    there, for instance, under continuing PERSON economic policy (which outside of
+    ''tax cuts for the affluent'' doesn''t really exist).  Anyway, good try, Mr McFadden!  Don''t
+    call us, we''ll call you!         '
+  - '           My titles don''t seem to be coming through. That''s odd. But the comments
+    work, which is good, now for those titles.         '
+- source_sentence: ' ORG  is generally considered to be the very ORDINAL film noir
+    , but PERSON " WORK_OF_ART " is the ORDINAL GREAT noir . With actors that perfectly
+    understood PERSON''s penchant for black as tar humour , this film is as seedy
+    , dark and many times funny as they come . PERSON is a knockout as the classic
+    femme fatale , complete with cheap blonde wig and ankle bracelets . PERSON makes
+    a terrific dope , his silly machimso preventing him from realizing that ORG is
+    CARDINAL step ahead of him through the entire film . And PERSON . Robinson shines
+    as usual in a small but important role . For me , this film breaks new ground
+    in the hard-boiled / detective / murder mystery genre . I believe it was a bit
+    of a flop when it came out , but that''s easy to understand . Films that in retrospect
+    prove themselves to be cutting edge are frequently dismissed at the time of their
+    release . " Double Indemnity " doesn''t have the look of other studio films of
+    its period , not even other gritty detective films of its period . The lighting
+    is stark and grimy ; you can almost see every speck of dust in the shafts of light
+    slanting in through the windows . Wilder gets the feel of a corrupt L . A . just
+    right . But even more than its look , the film is DATE ahead of its time in its
+    moral tone . Not only do the characters in this film not find redemption , they
+    appear to be unredeemable . Each shows him / herself to be colder and more cynical
+    than the other , and there''s a " PERSON and PERSON " - like inevitability to
+    their eventual fates . Simply sensational . And watch for the list of " supposin
+    '' " s ORG and ORG throw back and forth at each other in CARDINAL scene . It''s
+    hilarious and perfect , and those who''ve seen the film will know exactly what
+    I''m talking about .'
+  sentences:
+  - '       Hello world, this is ORG/Tigger_On_Crack. Yes, yes I am undecided on which
+    name  I’m going to choose so I’ll use this one for right now. I don’t think it
+    will be too confusing for the world at large to associate CARDINAL names for CARDINAL
+    person, especially if they play PERSON and can understand the concept of ALT’s.   Well,
+    my morning was interesting DATE. I am used to lying in bed with the sounds of
+    ORG and ORG going off in the background till I have to wake up at about 9 or so.
+    TIME however I was awakened by a sippy cup bashing me repeatedly in the head.
+    Unbeknownst to me my son just figured out how to open doors and really, really
+    wanted a drink. I guess he felt the need to go agro on me. I swear the sippy cup
+    has to do lethal damage. *touches tender eye* So there I was black eye on the
+    way, PERSON still sleeping peacefully and a DATE on rampage. ORDINAL thought through
+    my head is “this is too painful to be a dream” ORDINAL thought “how in the hell
+    do men sleep?”  When Son was born he slept through midnight roll calls, he sleeps
+    through tornado alarms, now he’s sleeping through CARDINALam juice requests. Is
+    there some sort of biological chemistry that the female brain simply neglected
+    to give us or is God still pissed about that God-damned peice of rotten fruit?
+    I wonder if the man who got his dick chopped off slept through that as well. Anyways,
+    I get up and give the kid a drink. I think if he is smart enough to get out of
+    his room and strong enough to give me a black eye then he can get his own drink.
+    Get a chair, spill it on the floor if he doesn’t drown I don''t care.  Now is
+    the ORDINAL dilemma of the morning. How do you put a DATE back in bed when they
+    can open up the door with out having well intending neighbors and Grandmothers
+    call ORG? Not sure. It''s TIME, my thought processes just are not booting. So
+    I let him in my room and tell him that I’m going to sleep. He seems fine with
+    that and why not? I never let him in my room it’s a no-kid zone and not baby/toddler
+    proof at all. So as I lay staring at the ceiling with PERSON merrily sipping on
+    his fucking juice and staring at all of his new toys that he gets to randomly
+    destroy, horrible thoughts start to pile through my head. He could climb on my
+    desk chair, fall and get a concussion, go Evil Kinevil off my desk and into the
+    pile of forbidden laundry, fall into my closet and enter a ORDINAL dimension of
+    reality never to be seen again (nice thought at the time I stuck with that one
+    for a while) electrocute himself with the outlets under my desk. I get up again
+    and try to convince the rampaging toddler to sleep with me on the bed. He body
+    slams PERSON who finally wakes up. Not bad, there is something that will wake
+    him up besides sex. Now we’re all up. Fun. I decide to go to work early.  For
+    DATE our water heater has been broken. Nice lovely landlord from hell has been
+    promising a fix ‘the next day’ since DATE. I feel like a pioneer woman, heating
+    the water before cooking and bathing and ice showers. Son is the luckiest out
+    of us all and gets an invitation to have a nice bath at ORG house. I’m so jealous.
+    What are my boobs not as speacial as the kid? Do they not deserve love? Guess
+    not. For all the men who don''t have boobs picture your testicles without the
+    turtle feature then take a shower in falling ice cubes. Time to take another.
+    I yip as I get in and PERSON laughs. Never laugh at a woman with frozen nipples.
+    Rage ensues. I''ll leave it at that.  ORG -- Ziggur! Wait for Back-up!    '
+  - In this enjoyable PERSON comedy , our boy PERSON ( playing a down-and-outer whose
+    acquaintances include a scrappy little beggar girl and her lame dog ) finds himself
+    coming to the aid of a pretty heiress whose inheritance is in danger of being
+    weasled away by a shyster lawyer in cahoots with a gang of thugs . Every Lloyd
+    film has a rollicking climax full of visual stunts , and the one to this movie
+    shows PERSON verbally or physically assaulting every police officer in the city
+    in an attempt to lead them to the gang's lair . Everything comes right in the
+    end , as PERSON , heiress , beggar girl and dog get to sit down to a mighty dinner
+    and we get to turn off the T . V . with a smile on our faces .
+  - '        Well I can see that you''re all able to make comments....and that''s
+    awesome!  Please don''t stop just on account of the fact that I can''t.....read
+    them!!!!!      I have no clue as to why I''m able to open and read everyone elses
+    comments and why you''re able to leave me comments.....but I can''t open my own!  Argh!!      Anyways.....I
+    don''t want my day ruined all on account of some silly commenting system.      The
+    sun hasn''t returned to our city as of yet...I miss him dearly.  The kids are
+    having a grand old time terrorizing the cat...well, can''t say that he doesn''t
+    get his exercise!  He''s an indoor cat but it quickly being converted into wanting
+    to be an ''outdoor'' cat!      Went for a workout last night....not sure why DATE
+    is killing me.  Did a lower body workout on DATE and I''m still in pain.  It''s
+    all good though.  There was a guy there wearing headphones (like who doesn''t)
+    but no, these weren''t any old headphones...these were those really big (bigger
+    than the one''s you wear for ear protection) headphones....looked a little outdated.  And
+    tell me....why do people do one set on a machine and then socialize for TIME at
+    it and then do CARDINAL more set before they move on!  Like hello!!! there are
+    others around.      Oh it looks like I''m almost turning this into a griping session?!?!      Anyways....I
+    better move this sore butt of mine....it''s DATE, which is PERSON''s shopping
+    day!  So off we go.      Hopefully I''ll be able to read the comments again soon.            '
+pipeline_tag: sentence-similarity
+library_name: sentence-transformers
+---
+
+# SentenceTransformer based on google-bert/bert-base-cased
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [google-bert/bert-base-cased](https://huggingface.co/google-bert/bert-base-cased). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
+
+## Model Details
+
+### Model Description
+- **Model Type:** Sentence Transformer
+- **Base model:** [google-bert/bert-base-cased](https://huggingface.co/google-bert/bert-base-cased) <!-- at revision cd5ef92a9fb2f889e972770a36d4ed042daf221e -->
+- **Maximum Sequence Length:** 512 tokens
+- **Output Dimensionality:** 768 dimensions
+- **Similarity Function:** Cosine Similarity
+<!-- - **Training Dataset:** Unknown -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/huggingface/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False, 'architecture': 'BertModel'})
+  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
+)
+```
+
+## Usage
+
+### Direct Usage (Sentence Transformers)
+
+First install the Sentence Transformers library:
+
+```bash
+pip install -U sentence-transformers
+```
+
+Then you can load this model and run inference.
+```python
+from sentence_transformers import SentenceTransformer
+
+# Download from the 🤗 Hub
+model = SentenceTransformer("sentence_transformers_model_id")
+# Run inference
+sentences = [
+    ' ORG  is generally considered to be the very ORDINAL film noir , but PERSON " WORK_OF_ART " is the ORDINAL GREAT noir . With actors that perfectly understood PERSON\'s penchant for black as tar humour , this film is as seedy , dark and many times funny as they come . PERSON is a knockout as the classic femme fatale , complete with cheap blonde wig and ankle bracelets . PERSON makes a terrific dope , his silly machimso preventing him from realizing that ORG is CARDINAL step ahead of him through the entire film . And PERSON . Robinson shines as usual in a small but important role . For me , this film breaks new ground in the hard-boiled / detective / murder mystery genre . I believe it was a bit of a flop when it came out , but that\'s easy to understand . Films that in retrospect prove themselves to be cutting edge are frequently dismissed at the time of their release . " Double Indemnity " doesn\'t have the look of other studio films of its period , not even other gritty detective films of its period . The lighting is stark and grimy ; you can almost see every speck of dust in the shafts of light slanting in through the windows . Wilder gets the feel of a corrupt L . A . just right . But even more than its look , the film is DATE ahead of its time in its moral tone . Not only do the characters in this film not find redemption , they appear to be unredeemable . Each shows him / herself to be colder and more cynical than the other , and there\'s a " PERSON and PERSON " - like inevitability to their eventual fates . Simply sensational . And watch for the list of " supposin \' " s ORG and ORG throw back and forth at each other in CARDINAL scene . It\'s hilarious and perfect , and those who\'ve seen the film will know exactly what I\'m talking about .',
+    "In this enjoyable PERSON comedy , our boy PERSON ( playing a down-and-outer whose acquaintances include a scrappy little beggar girl and her lame dog ) finds himself coming to the aid of a pretty heiress whose inheritance is in danger of being weasled away by a shyster lawyer in cahoots with a gang of thugs . Every Lloyd film has a rollicking climax full of visual stunts , and the one to this movie shows PERSON verbally or physically assaulting every police officer in the city in an attempt to lead them to the gang's lair . Everything comes right in the end , as PERSON , heiress , beggar girl and dog get to sit down to a mighty dinner and we get to turn off the T . V . with a smile on our faces .",
+    "        Well I can see that you're all able to make comments....and that's awesome!  Please don't stop just on account of the fact that I can't.....read them!!!!!      I have no clue as to why I'm able to open and read everyone elses comments and why you're able to leave me comments.....but I can't open my own!  Argh!!      Anyways.....I don't want my day ruined all on account of some silly commenting system.      The sun hasn't returned to our city as of yet...I miss him dearly.  The kids are having a grand old time terrorizing the cat...well, can't say that he doesn't get his exercise!  He's an indoor cat but it quickly being converted into wanting to be an 'outdoor' cat!      Went for a workout last night....not sure why DATE is killing me.  Did a lower body workout on DATE and I'm still in pain.  It's all good though.  There was a guy there wearing headphones (like who doesn't) but no, these weren't any old headphones...these were those really big (bigger than the one's you wear for ear protection) headphones....looked a little outdated.  And tell me....why do people do one set on a machine and then socialize for TIME at it and then do CARDINAL more set before they move on!  Like hello!!! there are others around.      Oh it looks like I'm almost turning this into a griping session?!?!      Anyways....I better move this sore butt of mine....it's DATE, which is PERSON's shopping day!  So off we go.      Hopefully I'll be able to read the comments again soon.            ",
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 768]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities)
+# tensor([[ 1.0000,  0.5320, -0.1499],
+#         [ 0.5320,  1.0000, -0.0242],
+#         [-0.1499, -0.0242,  1.0000]])
+```
+
+<!--
+### Direct Usage (Transformers)
+
+<details><summary>Click to see the direct usage in Transformers</summary>
+
+</details>
+-->
+
+<!--
+### Downstream Usage (Sentence Transformers)
+
+You can finetune this model on your own dataset.
+
+<details><summary>Click to expand</summary>
+
+</details>
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Dataset
+
+#### Unnamed Dataset
+
+* Size: 50,000 training samples
+* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>label</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | sentence_0                                                                         | sentence_1                                                                         | label                                                          |
+  |:--------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:---------------------------------------------------------------|
+  | type    | string                                                                             | string                                                                             | float                                                          |
+  | details | <ul><li>min: 6 tokens</li><li>mean: 240.2 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 236.0 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 0.0</li><li>mean: 0.48</li><li>max: 1.0</li></ul> |
+* Samples:
+  | sentence_0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | label            |
+  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------|
+  | <code>            Time for some clarification...  Ok as if you haven't guessed by now, I have a few 'issues' with rejection right now from people in my past both personally and professionally.  It has come to my attention that by me generalizing I have offended some people who I did not intend to do this to.  I have been very careful not to use anyone's real name, unless it is a name only known to them and I.  People should know if they have wronged me or not, so please do not feel included in the insults unless I specifically point you out.  As you can tell on my site I am not a shy person.  So far one of the few people I have outwardly specifically pointed out was my ex coworker tubby.  Sorry there bud but you kind of hurt me allot by 'keeping CARDINAL sets of books' the one you showed to my face, and the other one you used with others behind my back.  I have always been careful who I keep as my friends I let you in, and you disappointed me, so yes I feel you are a prick for that, sorry bu...</code> | <code>                ORG  &#151; Pvt. PERSON, DATE, of GPE, ORG, was killed in action on DATE, in GPE, GPE.  PERSON was near ORG in downtown GPE when a vehicle containing an improvised explosive device detonated.  PERSON was assigned to ORG, 70th ORG, ORG, GPE, GPE.          </code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | <code>0.0</code> |
+  | <code>                 Have any of you guys tried the glue type of mouse trap? Well I did TIME. Unfortunately TIME I realize that It wasn't a mouse that was caught but instead a cute little bird. I was so sad..  It was horrifying. however i manage to pull the lil bird off and the bird look like a ball. Both of her feet were stuck on her chest. The wings were stuck to her body and even her beak were stick together. She can't even open her mouth. I feel really bad for her. I tried cleaning her up. Finally I manage to make her flip her wings, open up her mouth and believe me, she bites!! And she manage to hop a lil bit. Well.. at least that's the best I could have done. Then I put her on the grass and I saw her hopping! I hope that she'll live!!                  </code>                                                                                                                                                                                                                                                | <code>       I've rediscovered the joys of playing PRODUCT DATE. It's pretty fun. I had a blast (no pun intended). I doing some maths homework at the moment and I have just been sent a link from ORG called 'Rate this Asian Woman'. So that's what he gets upto on TIME.  Anyhow,  I've been kinda bored DATE, playing more and more games now. I guess thats it.  &nbsp;     </code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | <code>0.0</code> |
+  | <code>Supposedly based on actual events that took place in ORG shortly after DATE First World War . The film takes on a documentary style , which is shown through the rather corny voice-over and is mixed with footage of a man in a hood bumping various youngsters off . Given that the film is based on a true story , this actually turned out to be a good way to film it ; although those who are going into this film expecting a slasher along the lines of DATE or EVENT are likely to be disappointed . The film plays out more like a profile of the serial killer , although since not much is known about the actual hooded maniac that terrorised GPE back in the forties , the film doesn't go too deep either . The film focuses more on the police and the local residents rather than the actual killer , and we follow the effect that the murder spree has had on the town , through both the residents ' actions and the baffled police investigation into the crimes . The main strongpoint of this movie definitely l...</code> | <code>There was a distinct lack of truly great horror in DATE ; but this film , PERSON , tops the list of what little good ones there were . It's actually quite shocking that this came out during a huge depression for horror cinema , because it's easily one of the greatest horror movies I ever saw . PERSON is a rather strange mix of horror , romance , twisted fairytale and comedy that isn't quite like anything else in cinema ; horror or otherwise . The film knows that it's not the usual sort of film , and revels in this fact throughout . PERSON buys itself a licence do whatever it wants through the fact that it so weird , and therefore no matter what the film throws at you ; it's easy to just back and enjoy it . The film is directed by PERSON talented understudy , PERSON and finds an unlikely lead in PERSON . The story follows PERSON ; the keeper of a cemetery in a small NORP town called FAC . He lives there with his assistant ; the deformed ORG , but this isn't quite the normal cemetery , h...</code> | <code>1.0</code> |
+* Loss: [<code>CosineSimilarityLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosinesimilarityloss) with these parameters:
+  ```json
+  {
+      "loss_fct": "torch.nn.modules.loss.MSELoss"
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `per_device_train_batch_size`: 4
+- `per_device_eval_batch_size`: 4
+- `num_train_epochs`: 1
+- `multi_dataset_batch_sampler`: round_robin
+
+#### All Hyperparameters
+<details><summary>Click to expand</summary>
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: no
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 4
+- `per_device_eval_batch_size`: 4
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 1
+- `eval_accumulation_steps`: None
+- `torch_empty_cache_steps`: None
+- `learning_rate`: 5e-05
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1
+- `num_train_epochs`: 1
+- `max_steps`: -1
+- `lr_scheduler_type`: linear
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.0
+- `warmup_steps`: 0
+- `log_level`: passive
+- `log_level_replica`: warning
+- `log_on_each_node`: True
+- `logging_nan_inf_filter`: True
+- `save_safetensors`: True
+- `save_on_each_node`: False
+- `save_only_model`: False
+- `restore_callback_states_from_checkpoint`: False
+- `no_cuda`: False
+- `use_cpu`: False
+- `use_mps_device`: False
+- `seed`: 42
+- `data_seed`: None
+- `jit_mode_eval`: False
+- `bf16`: False
+- `fp16`: False
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: None
+- `local_rank`: 0
+- `ddp_backend`: None
+- `tpu_num_cores`: None
+- `tpu_metrics_debug`: False
+- `debug`: []
+- `dataloader_drop_last`: False
+- `dataloader_num_workers`: 0
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: True
+- `label_names`: None
+- `load_best_model_at_end`: False
+- `ignore_data_skip`: False
+- `fsdp`: []
+- `fsdp_min_num_params`: 0
+- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
+- `fsdp_transformer_layer_cls_to_wrap`: None
+- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
+- `parallelism_config`: None
+- `deepspeed`: None
+- `label_smoothing_factor`: 0.0
+- `optim`: adamw_torch_fused
+- `optim_args`: None
+- `adafactor`: False
+- `group_by_length`: False
+- `length_column_name`: length
+- `project`: huggingface
+- `trackio_space_id`: trackio
+- `ddp_find_unused_parameters`: None
+- `ddp_bucket_cap_mb`: None
+- `ddp_broadcast_buffers`: False
+- `dataloader_pin_memory`: True
+- `dataloader_persistent_workers`: False
+- `skip_memory_metrics`: True
+- `use_legacy_prediction_loop`: False
+- `push_to_hub`: False
+- `resume_from_checkpoint`: None
+- `hub_model_id`: None
+- `hub_strategy`: every_save
+- `hub_private_repo`: None
+- `hub_always_push`: False
+- `hub_revision`: None
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `include_for_metrics`: []
+- `eval_do_concat_batches`: True
+- `fp16_backend`: auto
+- `push_to_hub_model_id`: None
+- `push_to_hub_organization`: None
+- `mp_parameters`: 
+- `auto_find_batch_size`: False
+- `full_determinism`: False
+- `torchdynamo`: None
+- `ray_scope`: last
+- `ddp_timeout`: 1800
+- `torch_compile`: False
+- `torch_compile_backend`: None
+- `torch_compile_mode`: None
+- `include_tokens_per_second`: False
+- `include_num_input_tokens_seen`: no
+- `neftune_noise_alpha`: None
+- `optim_target_modules`: None
+- `batch_eval_metrics`: False
+- `eval_on_start`: False
+- `use_liger_kernel`: False
+- `liger_kernel_config`: None
+- `eval_use_gather_object`: False
+- `average_tokens_across_devices`: True
+- `prompts`: None
+- `batch_sampler`: batch_sampler
+- `multi_dataset_batch_sampler`: round_robin
+- `router_mapping`: {}
+- `learning_rate_mapping`: {}
+
+</details>
+
+### Training Logs
+| Epoch | Step  | Training Loss |
+|:-----:|:-----:|:-------------:|
+| 0.04  | 500   | 0.2528        |
+| 0.08  | 1000  | 0.2061        |
+| 0.12  | 1500  | 0.2125        |
+| 0.16  | 2000  | 0.2036        |
+| 0.2   | 2500  | 0.2014        |
+| 0.24  | 3000  | 0.1984        |
+| 0.28  | 3500  | 0.1928        |
+| 0.32  | 4000  | 0.1996        |
+| 0.36  | 4500  | 0.1944        |
+| 0.4   | 5000  | 0.1916        |
+| 0.44  | 5500  | 0.1853        |
+| 0.48  | 6000  | 0.1855        |
+| 0.52  | 6500  | 0.1854        |
+| 0.56  | 7000  | 0.1768        |
+| 0.6   | 7500  | 0.183         |
+| 0.64  | 8000  | 0.1727        |
+| 0.68  | 8500  | 0.1785        |
+| 0.72  | 9000  | 0.1768        |
+| 0.76  | 9500  | 0.1847        |
+| 0.8   | 10000 | 0.1676        |
+| 0.84  | 10500 | 0.1741        |
+| 0.88  | 11000 | 0.1795        |
+| 0.92  | 11500 | 0.1725        |
+| 0.96  | 12000 | 0.1685        |
+| 1.0   | 12500 | 0.1675        |
+
+
+### Framework Versions
+- Python: 3.13.5
+- Sentence Transformers: 5.2.0
+- Transformers: 4.57.3
+- PyTorch: 2.9.1
+- Accelerate: 1.12.0
+- Datasets: 4.4.2
+- Tokenizers: 0.22.1
+
+## Citation
+
+### BibTeX
+
+#### Sentence Transformers
+```bibtex
+@inproceedings{reimers-2019-sentence-bert,
+    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
+    author = "Reimers, Nils and Gurevych, Iryna",
+    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
+    month = "11",
+    year = "2019",
+    publisher = "Association for Computational Linguistics",
+    url = "https://arxiv.org/abs/1908.10084",
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config.json

@@ -0,0 +1,25 @@
+{
+  "architectures": [
+    "BertModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "dtype": "float32",
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.57.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 28996
+}

config_sentence_transformers.json

@@ -0,0 +1,14 @@
+{
+  "model_type": "SentenceTransformer",
+  "__version__": {
+    "sentence_transformers": "5.2.0",
+    "transformers": "4.57.3",
+    "pytorch": "2.9.1"
+  },
+  "prompts": {
+    "query": "",
+    "document": ""
+  },
+  "default_prompt_name": null,
+  "similarity_fn_name": "cosine"
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f8021b3f128794efa9f7da772c99f82cfec5005f259751bdfb7c4ea4e4fc350c
+size 433263448

modules.json

@@ -0,0 +1,14 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  }
+]

sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+    "max_seq_length": 512,
+    "do_lower_case": false
+}

special_tokens_map.json

@@ -0,0 +1,7 @@
+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

tokenizer_config.json

@@ -0,0 +1,56 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "[CLS]",
+  "do_lower_case": false,
+  "extra_special_tokens": {},
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}