Sentence Similarity
sentence-transformers
Safetensors
English
modernbert
biencoder
text-classification
sentence-pair-classification
semantic-similarity
semantic-search
retrieval
reranking
Generated from Trainer
dataset_size:483820
loss:MultipleNegativesSymmetricRankingLoss
Eval Results
text-embeddings-inference
epoch,steps,cosine_accuracy,cosine_accuracy_threshold,cosine_f1,cosine_precision,cosine_recall,cosine_f1_threshold,cosine_ap,cosine_mcc | |
0.04581481651165987,1000,0.7969074990728947,0.7840691944081263,0.712874908558888,0.8710614525139665,0.8197946584384748,0.598780200009462 | |
0.09162963302331974,2000,0.830331661856468,0.8147179743003113,0.7569926157977176,0.8819739292364991,0.8662310681521763,0.6598357277249484 | |
0.1374444495349796,3000,0.843117653697941,0.8259149010681142,0.7793787177792465,0.8783612662942272,0.8856514455018414,0.6825206361112724 | |
0.18325926604663947,4000,0.8488253978491156,0.8325931580043023,0.7792751834773007,0.8937430167597765,0.8944777204815105,0.6941710994181974 | |
0.22907408255829936,5000,0.85790296834943,0.8418026932390293,0.7907897751448303,0.8998510242085661,0.9070712318204464,0.7116954843121313 | |
0.2748888990699592,6000,0.8610148175617935,0.8464308930234193,0.8011240812797233,0.8971694599627561,0.9104688644928057,0.7209013274696875 | |
0.3207037155816191,7000,0.8668031795682107,0.8502372373443686,0.8158633438313022,0.8876350093109869,0.9162962632058083,0.7292817349930227 | |
0.36651853209327895,8000,0.8687380080940327,0.8527078799215784,0.8245729989216266,0.8828305400372439,0.9148546819755364,0.734719934909555 | |
0.4123333486049388,9000,0.8712371616065526,0.8543876567020251,0.8207081103334706,0.890949720670391,0.9193988459256152,0.7369802206204675 | |
0.4581481651165987,10000,0.8730591251350349,0.8580024279104136,0.8130981359831938,0.9081564245810055,0.9238415421309374,0.7424253304925231 | |
0.5039629816282586,11000,0.8765901871946599,0.8602959529327865,0.8251367989056088,0.8985847299813781,0.9237856150545543,0.7476190888363127 | |
0.5497777981399184,12000,0.872091710872124,0.8568851792250967,0.81578504326745,0.9023463687150838,0.9221945832551963,0.74070312813598 | |
0.5955926146515783,13000,0.8777027135970075,0.8633729741294774,0.8281287409788965,0.9017504655493482,0.9281215330230151,0.7532489979310696 | |
0.6414074311632382,14000,0.87821866787056,0.86405198586723,0.8256030943575476,0.9062569832402234,0.9300969521837619,0.7541692585552598 | |
0.687222247674898,15000,0.8793956885571016,0.8653078377810465,0.8165774340670235,0.9202234636871508,0.9308661223864206,0.7557525612390184 | |
0.7330370641865579,16000,0.8791215878492769,0.8644565673520773,0.8147122800079099,0.9206703910614525,0.931437360078636,0.7541195194853069 | |
0.7788518806982178,17000,0.8797504071201689,0.8661767038544917,0.8221419251229549,0.915195530726257,0.9320128097585129,0.7576362281698272 | |
0.8246666972098776,18000,0.8839425355927831,0.8689767190037899,0.8429621848739496,0.8966480446927374,0.934034374733258,0.7645654805832027 | |
0.8704815137215376,19000,0.8850550619951307,0.870778344462555,0.8223921607574404,0.9252141527001863,0.9346996182061886,0.7659452045441075 | |
0.9162963302331975,20000,0.8846680962899663,0.8695404143045602,0.8339488442073588,0.9083054003724395,0.9366248300035195,0.7645148958702109 | |
0.9621111467448573,21000,0.8861675883974782,0.8717812582957261,0.8305513404147699,0.9173184357541899,0.9373369693980206,0.7681775841915154 | |
1.0079259632565172,22000,0.8873446090840199,0.8724995904697767,0.8532270122103165,0.8926629422718808,0.9350288888042443,0.7718532808627722 | |
1.053740779768177,23000,0.8898276390254913,0.8757576305838505,0.851553428802646,0.9013780260707634,0.9391206736621871,0.7770704621476076 | |
0.04581481651165987,1000,0.7378952290353268,0.733899785595172,0.6397618717984217,0.8605214152700186,0.726459460828728,0.4929022435202912 | |
0.09162963302331974,2000,0.7910385192112349,0.7780661364587693,0.7067680608365019,0.8653631284916201,0.8145434577612224,0.5869899820206377 | |
0.1374444495349796,3000,0.8054046210154625,0.7927667629769851,0.7153002517080187,0.8890502793296089,0.8321115370215039,0.615103533991255 | |
0.04581481651165987,1000,0.8253333548314281,0.8073915390912099,0.7583014361893545,0.8632774674115457,0.8687688842096997,0.6473785806125635 | |
0.09162963302331974,2000,0.8317344125376889,0.8146419868305076,0.7599883912160201,0.8777653631284916,0.8836496288602802,0.6601196331455618 | |
0.1374444495349796,3000,0.8385063123780655,0.8211355202871029,0.7713986448888743,0.8777281191806331,0.8910586569141655,0.673089157886339 | |
0.18325926604663947,4000,0.8383128295254832,0.8185175977554427,0.782208797176215,0.8583612662942272,0.8914697176097324,0.6706334530669843 | |
0.22907408255829936,5000,0.8397155802067042,0.82368752046038,0.7663919971784924,0.8902420856610801,0.8977915325266748,0.6769183163806314 | |
0.2748888990699592,6000,0.8351687331710227,0.8175567552359013,0.7744278242329347,0.8657728119180633,0.8763061366601225,0.6675120708038325 | |
0.3207037155816191,7000,0.8416987794456716,0.8230805414728479,0.773249533536286,0.8797765363128491,0.8997033274417252,0.6767261042126822 | |
0.36651853209327895,8000,0.845213717934248,0.8243231183851221,0.7914253401418828,0.8600744878957169,0.8970778981972549,0.6819837954161346 | |
0.4123333486049388,9000,0.8460037729156253,0.8241890124849984,0.7939400213962798,0.8568342644320298,0.9020963934157639,0.6822909403887255 | |
0.4581481651165987,10000,0.8474065235968462,0.8268449710018977,0.7892865607963973,0.8681564245810056,0.9031784294200274,0.6857504190075001 | |
0.5039629816282586,11000,0.8495348349752503,0.8294175539053413,0.7982090580334079,0.8631657355679702,0.9020970129895329,0.6916868666862398 | |
0.5497777981399184,12000,0.8450363586527144,0.8247583854462762,0.7885046538487669,0.8645065176908753,0.9005345235825847,0.682147784498722 | |
0.5955926146515783,13000,0.8465358507602264,0.8272280701754385,0.7819568822553897,0.8780633147113595,0.903446381140671,0.6851632004706295 | |
0.6414074311632382,14000,0.8407636123248577,0.8244417420116673,0.7825286894844257,0.8710986964618249,0.8937674013498922,0.6805278814081608 | |
0.687222247674898,15000,0.8465519743312749,0.8292346830612677,0.7887678967533777,0.8740782122905028,0.9040320230793574,0.6896593574692383 | |
0.7330370641865579,16000,0.8471324228890215,0.830358085982888,0.7873597756410257,0.8783240223463687,0.9063686252401215,0.6913365421341634 | |
0.7788518806982178,17000,0.8489543864175038,0.8291546211125712,0.7828618693134822,0.881266294227188,0.907976415085034,0.6886042626178251 | |
0.8246666972098776,18000,0.850244272101385,0.8309015952679691,0.8008984105044921,0.8632402234636871,0.9083047259536086,0.6946388160864448 | |
0.8704815137215376,19000,0.8544364005739992,0.8348740835192859,0.795887358184765,0.877877094972067,0.9119332397945813,0.7003281006568405 | |
0.9162963302331975,20000,0.8531948856032634,0.8325782169740645,0.7989182527728331,0.8691992551210428,0.9098400205607854,0.6970114859379754 | |
0.9621111467448573,21000,0.8509375856564712,0.8306127910088307,0.7971237801746276,0.8670391061452514,0.9090275904401902,0.6934370127881434 | |
1.0079259632565172,22000,0.8552748262685219,0.8345787545787545,0.821045045045045,0.8485661080074488,0.9112907697633945,0.7048819722807252 | |
1.053740779768177,23000,0.8509053385143741,0.8335016190244072,0.7825248430962343,0.8915828677839851,0.9136996716292948,0.6961342238933274 | |
1.099555596279837,24000,0.8504538785250157,0.8306986323643657,0.8066383635661907,0.8562383612662943,0.9097427014302519,0.6955033147360558 | |
1.1453704127914968,25000,0.8540010641556892,0.8350353220955445,0.7870327641901246,0.8892737430167598,0.9120264203221067,0.6993567389276061 | |
1.1911852293031566,26000,0.8542912884345625,0.8363733333333332,0.8001020408163265,0.8760893854748604,0.9032188447944051,0.7035309807044676 | |
1.2370000458148165,27000,0.8543235355766595,0.8354980668840308,0.8008675752297025,0.8732588454376163,0.9125525743448181,0.7021988695626717 | |
1.2828148623264763,28000,0.8527434256139049,0.8327912213604032,0.8005428807036833,0.8677467411545624,0.910031243265515,0.6976627144336726 | |
1.3286296788381362,29000,0.8539204463004466,0.8340311268924337,0.7932923345767382,0.8791806331471136,0.9141134024706079,0.6984956791168885 | |
1.374444495349796,30000,0.8567904419470824,0.8371661788499646,0.8177362645168165,0.8575418994413407,0.9151299495966343,0.7081970816807971 | |
1.420259311861456,31000,0.8564518469550636,0.8387599369699545,0.7993992777834025,0.88219739292365,0.9144858212355137,0.7074469414653369 | |
1.4660741283731158,32000,0.8552264555553764,0.834131038809716,0.8040781060998791,0.8665176908752328,0.9147539395417084,0.700527678244227 | |
1.5118889448847757,33000,0.8580964512020122,0.8375052414723524,0.820292132423842,0.8554562383612663,0.9160350741896756,0.7092912875937778 | |
1.5577037613964357,34000,0.8539688170135922,0.8369648718485928,0.7877801879971077,0.8927001862197393,0.9147287212017505,0.7028252912417982 | |
1.6035185779080954,35000,0.8551780848422309,0.8346075748212237,0.7934866543562196,0.8802234636871509,0.9138788716279098,0.6995046408362252 | |
1.6493333944197555,36000,0.8531948856032634,0.8364559282302553,0.7939572389333155,0.8837616387337057,0.9132214482614694,0.7027285114815401 | |
1.695148210931415,37000,0.8537914577320584,0.8331882384294217,0.796602683879735,0.8732960893854749,0.9124799713825157,0.6976151544820106 | |
1.7409630274430752,38000,0.8582415633414489,0.8389518568460949,0.8213215356072499,0.8573556797020484,0.9154628097307995,0.711801459437984 | |
1.7867778439547348,39000,0.8561616226761903,0.8376661929007071,0.8102182159885846,0.8670391061452514,0.9143322195897386,0.7074700919791931 | |
1.832592660466395,40000,0.8555811741184437,0.8387506169357681,0.7961983802958302,0.8861080074487896,0.9146910665285348,0.7069765288286156 | |
1.8784074769780545,41000,0.8572419019364409,0.837238130655758,0.7981025692967352,0.8804096834264432,0.9165048366147915,0.7046705246241239 | |
1.9242222934897146,42000,0.8549362312765031,0.8351510592954745,0.8043395770809617,0.8684171322160149,0.9125312161645737,0.7022483220049041 | |
1.9700371100013745,43000,0.8553876912658616,0.8373610185542423,0.7912634230412303,0.8891620111731844,0.9142254876542092,0.7039315233985483 | |
2.0158519265130344,44000,0.8569033069444221,0.8379775199681955,0.8138865487222691,0.863538175046555,0.9175016224341015,0.7086932464947641 | |
2.061666743024694,45000,0.8550168491317457,0.8347731791071751,0.8108848314606741,0.8601117318435754,0.9146036013088026,0.7029267567602778 | |
2.107481559536354,46000,0.8556779155447348,0.8379640233266971,0.7951118392457119,0.8856983240223464,0.9151937052115287,0.7054477868768508 | |
2.153296376048014,47000,0.8571774076522468,0.837458242034556,0.8087276259192452,0.8683054003724395,0.9153404196564356,0.7068484340668664 | |
2.199111192559674,48000,0.8597410554489608,0.8392601115142932,0.7996964074886153,0.8829422718808194,0.9166530591155475,0.7083408563157901 | |
2.2449260090713334,49000,0.8593057190306509,0.840416367552046,0.8110148943540006,0.8720297951582868,0.9173508980649892,0.712119012898201 | |
2.2907408255829935,50000,0.8609825704196965,0.8423208686037448,0.8204738867897877,0.8653631284916201,0.9197535782484643,0.7170011465513693 | |
2.3365556420946536,51000,0.8599990325857371,0.8393311523082515,0.8196663116790912,0.8599627560521416,0.9170899817640746,0.7120500010109944 | |
2.3823704586063132,52000,0.862498186098257,0.8422172149616944,0.8161048034934498,0.8700558659217877,0.9213002834180744,0.71599577496842 | |
2.4281852751179733,53000,0.8602086390093678,0.8428491790897157,0.8148753433707709,0.8728119180633147,0.9175858122309677,0.7168065568177265 | |