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@1,cosine-Precision@1,cosine-Recall@1,cosine-MRR@1,cosine-NDCG@10,cosine-MAP@100 | |
0.5291005291005291,1000,0.3066464602727863,0.3066464602727863,0.29382409927278946,0.3066464602727863,0.4665879594990531,0.42172472014673884 | |
1.0582010582010581,2000,0.44559428447715954,0.44559428447715954,0.4273722088092081,0.44559428447715954,0.6427529467511077,0.5864037393862377 | |
1.5873015873015874,3000,0.4547737605542325,0.4547737605542325,0.435889719299007,0.4547737605542325,0.6554503011781876,0.5979885279504166 | |
2.1164021164021163,4000,0.46707079454427364,0.46707079454427364,0.44739220901539584,0.46707079454427364,0.6715771839425061,0.613051130923801 | |
2.6455026455026456,5000,0.4699718553799524,0.4699718553799524,0.45057899444617344,0.4699718553799524,0.6742306231748745,0.6154566682821238 | |
3.1746031746031744,6000,0.4758605758822256,0.4758605758822256,0.4558387909389208,0.4758605758822256,0.68098543742283,0.622177971034476 | |
3.7037037037037037,7000,0.47538428231218877,0.47538428231218877,0.4555764171000153,0.47538428231218877,0.6829157185498312,0.6233866157408968 | |
4.232804232804233,8000,0.47694306126867286,0.47694306126867286,0.45756602524030543,0.47694306126867286,0.6836982426700419,0.6241509673540858 | |
4.761904761904762,9000,0.47464819224940463,0.47464819224940463,0.4554205392043668,0.47464819224940463,0.6853775843837185,0.6250846458905444 | |
5.291005291005291,10000,0.47802554665512015,0.47802554665512015,0.4589499054864935,0.47802554665512015,0.6869106929564004,0.6274044056388304 | |
5.8201058201058204,11000,0.4778523489932886,0.4778523489932886,0.4588379971163041,0.4778523489932886,0.6865012548792053,0.6269833887970386 | |
6.349206349206349,12000,0.47668326477592554,0.47668326477592554,0.4576237260730658,0.47668326477592554,0.6867419273754403,0.627006574069366 | |
6.878306878306878,13000,0.4778956484087465,0.4778956484087465,0.4588022750985513,0.4778956484087465,0.6879347747327137,0.6279001643156236 | |
7.407407407407407,14000,0.48049361333622,0.48049361333622,0.4612584344404002,0.48049361333622,0.6922793973381571,0.6320036112564634 | |
7.936507936507937,15000,0.4771162589305044,0.4771162589305044,0.4578359447557326,0.4771162589305044,0.6905279805575444,0.6294893739859189 | |
8.465608465608465,16000,0.47854513964061485,0.47854513964061485,0.4594275908234558,0.47854513964061485,0.6925711171697445,0.6312025247212462 | |
8.994708994708995,17000,0.47702966009958864,0.47702966009958864,0.4579145220923745,0.47702966009958864,0.6931583938250431,0.6313844464952656 | |
0.5291005291005291,1000,0.5383416323879627,0.5383416323879627,0.517666387099706,0.5383416323879627,0.72975382121262,0.6757620502925102 | |
1.0582010582010581,2000,0.5247456159341849,0.5247456159341849,0.5039920021404108,0.5247456159341849,0.7180900814742021,0.6635153124384551 | |
1.5873015873015874,3000,0.5178177094609223,0.5178177094609223,0.4974340651170051,0.5178177094609223,0.718235189885128,0.6611726602857572 | |
2.1164021164021163,4000,0.5213249621130115,0.5213249621130115,0.5010877625778037,0.5213249621130115,0.7179538743692476,0.6624039949366063 | |
2.6455026455026456,5000,0.5132279714223857,0.5132279714223857,0.4927665169979523,0.5132279714223857,0.7127524991888143,0.6560182051153031 | |
3.1746031746031744,6000,0.5178610088763802,0.5178610088763802,0.4973051978090947,0.5178610088763802,0.7171641021759942,0.660057787174999 | |
3.7037037037037037,7000,0.5182074042000433,0.5182074042000433,0.4981250000750975,0.5182074042000433,0.7188140798576701,0.6623069494332791 | |
4.232804232804233,8000,0.520718770296601,0.520718770296601,0.5006926554117505,0.520718770296601,0.7216511338865096,0.6644789826702507 | |
4.761904761904762,9000,0.5166486252435593,0.5166486252435593,0.4959730191268403,0.5166486252435593,0.7182323893571825,0.6606084349253507 | |
5.291005291005291,10000,0.5206754708811431,0.5206754708811431,0.5003937546300612,0.5206754708811431,0.720368363802795,0.6639493533843674 | |
5.8201058201058204,11000,0.5198527819874432,0.5198527819874432,0.49920459883384755,0.5198527819874432,0.7229873967139079,0.6650656407822109 | |
6.349206349206349,12000,0.5185105001082485,0.5185105001082485,0.49858753061664945,0.5185105001082485,0.7206186431087555,0.663431199662 | |
6.878306878306878,13000,0.5205022732193115,0.5205022732193115,0.5003635481330869,0.5205022732193115,0.7239806597316661,0.6663398092579361 | |
7.407407407407407,14000,0.5192465901710327,0.5192465901710327,0.49874842838958455,0.5192465901710327,0.7234951017006138,0.6657086405752739 | |
0.5291005291005291,1000,0.5503788698852565,0.5503788698852565,0.5290598550736026,0.5503788698852565,0.7453927771776782,0.6902162449640921 | |
1.0582010582010581,2000,0.5520675470881143,0.5520675470881143,0.5306649231670881,0.5520675470881143,0.7452737252269777,0.69061330192084 | |
1.5873015873015874,3000,0.5533232301363932,0.5533232301363932,0.5322235990297259,0.5533232301363932,0.7481563915034748,0.6933867788590572 | |
2.1164021164021163,4000,0.5534964277982247,0.5534964277982247,0.5327558210113957,0.5534964277982247,0.7499817482026035,0.694681305788972 | |
2.6455026455026456,5000,0.5510716605325828,0.5510716605325828,0.5301675984524004,0.5510716605325828,0.7494813641623086,0.6934068519894354 | |
3.1746031746031744,6000,0.5564840874648193,0.5564840874648193,0.535362188087345,0.5564840874648193,0.7528385140346061,0.6974745944764764 | |
3.7037037037037037,7000,0.5634552933535397,0.5634552933535397,0.54215328902653,0.5634552933535397,0.7568572278286188,0.7025757523054373 | |
4.232804232804233,8000,0.5626759038752976,0.5626759038752976,0.541114824712465,0.5626759038752976,0.7573151299733806,0.7027197019081065 | |
4.761904761904762,9000,0.5586490582377138,0.5586490582377138,0.5370598344548333,0.5586490582377138,0.7548860525471394,0.699553075776241 | |
5.291005291005291,10000,0.5636284910153713,0.5636284910153713,0.5425292722840893,0.5636284910153713,0.7587737481645449,0.7041932075254859 | |
5.8201058201058204,11000,0.5622862091361767,0.5622862091361767,0.5412963214289259,0.5622862091361767,0.7589876356243345,0.703963393443579 | |
6.349206349206349,12000,0.5625893050443819,0.5625893050443819,0.5412717850934998,0.5625893050443819,0.759518036601593,0.7041295630803622 | |
6.878306878306878,13000,0.5592552500541242,0.5592552500541242,0.5381603612643882,0.5592552500541242,0.7565388725028491,0.7010813397253628 | |
7.407407407407407,14000,0.5612470231651873,0.5612470231651873,0.5404097658974255,0.5612470231651873,0.760238654260069,0.7045821638736531 | |
7.936507936507937,15000,0.5631521974453345,0.5631521974453345,0.541906173076881,0.5631521974453345,0.7614252932559121,0.7059759941555778 | |
8.465608465608465,16000,0.5563108898029877,0.5563108898029877,0.5353523941719438,0.5563108898029877,0.7563049485562788,0.7001495124453248 | |