Sentence Similarity
sentence-transformers
Safetensors
English
modernbert
biencoder
text-classification
sentence-pair-classification
semantic-similarity
semantic-search
retrieval
reranking
Generated from Trainer
dataset_size:1451941
loss:MultipleNegativesRankingLoss
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 | |