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
File size: 14,573 Bytes
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epoch,steps,cosine-Accuracy@1,cosine-Precision@1,cosine-Recall@1,cosine-MRR@1,cosine-NDCG@10,cosine-MAP@100
0.04407810640454886,1000,0.5641047845854081,0.5641047845854081,0.5420075143278217,0.5641047845854081,0.7547005658580423,0.7013489801008295
0.08815621280909772,2000,0.5767915133145702,0.5767915133145702,0.5550045555344322,0.5767915133145702,0.7588726423295218,0.7085790584267526
0.1322343192136466,3000,0.5814245507685646,0.5814245507685646,0.5596953255423703,0.5814245507685646,0.7605122839711819,0.7109747049659543
0.17631242561819543,4000,0.5873132712708379,0.5873132712708379,0.5654083741305002,0.5873132712708379,0.7625947001056624,0.7140079341728082
0.2203905320227443,5000,0.5867936782853431,0.5867936782853431,0.56521239272863,0.5867936782853431,0.76185055455356,0.7132663431182481
0.2644686384272932,6000,0.5838493180342066,0.5838493180342066,0.5624946327517231,0.5838493180342066,0.7597401653500253,0.7112106206129652
0.308546744831842,7000,0.5901710326910586,0.5901710326910586,0.5682880945399889,0.5901710326910586,0.7635608385281774,0.7155176748551513
0.35262485123639087,8000,0.5898246373673955,0.5898246373673955,0.5682967544230805,0.5898246373673955,0.7611978142183728,0.7138609063229018
0.39670295764093977,9000,0.5895215414591903,0.5895215414591903,0.5679164412239753,0.5895215414591903,0.7617932133277703,0.7139831934528812
0.4407810640454886,10000,0.5881359601645377,0.5881359601645377,0.5665553962647489,0.5881359601645377,0.7602922904199031,0.712380212912978
0.48485917045003746,11000,0.5907339250920113,0.5907339250920113,0.568663665422163,0.5907339250920113,0.7649816463653468,0.7165369880029958
0.5289372768545864,12000,0.5899545356137692,0.5899545356137692,0.5678518013823275,0.5899545356137692,0.7652473532035139,0.7166512704656852
0.5730153832591351,13000,0.589218445550985,0.589218445550985,0.56728426975829,0.589218445550985,0.7643522832991124,0.7158728959947424
0.617093489663684,14000,0.5902576315219744,0.5902576315219744,0.568303558616938,0.5902576315219744,0.7666207236395032,0.718019062444165
0.661171596068233,15000,0.5899112361983113,0.5899112361983113,0.567773140777579,0.5899112361983113,0.7645624613143156,0.7158583151278957
0.7052497024727817,16000,0.5879194630872483,0.5879194630872483,0.5659589468168165,0.5879194630872483,0.7630612747696168,0.7144988862492601
0.7493278088773306,17000,0.5878761636717904,0.5878761636717904,0.5661284846471034,0.5878761636717904,0.7634132602439325,0.7145758265494735
0.7934059152818795,18000,0.5922927040484953,0.5922927040484953,0.5702025988132289,0.5922927040484953,0.7667446667018397,0.7183031506934395
0.8374840216864283,19000,0.5898679367828534,0.5898679367828534,0.5678359249299929,0.5898679367828534,0.7657026758221323,0.7166969567865545
0.8815621280909772,20000,0.5881359601645377,0.5881359601645377,0.5665550354362868,0.5881359601645377,0.7646904878307484,0.7159719708044094
0.9256402344955261,21000,0.5903009309374323,0.5903009309374323,0.5684244361517581,0.5903009309374323,0.7655673529823176,0.7171081709136802
0.9697183409000749,22000,0.5894349426282746,0.5894349426282746,0.567662005611237,0.5894349426282746,0.7642907156423797,0.7160715981380462
1.0137964473046237,23000,0.5905174280147218,0.5905174280147218,0.5688314506570623,0.5905174280147218,0.7640828903941609,0.7163084930675497
1.0578745537091727,24000,0.5906473262610955,0.5906473262610955,0.5690281537158567,0.5906473262610955,0.7654364489485854,0.7168884488461982
1.1019526601137215,25000,0.5908638233383849,0.5908638233383849,0.5689674829872925,0.5908638233383849,0.76443644777329,0.7161542056051806
1.1460307665182703,26000,0.5909937215847586,0.5909937215847586,0.5691305774521839,0.5909937215847586,0.7656506816578492,0.7174485515203528
1.1901088729228193,27000,0.5860142888071012,0.5860142888071012,0.5648114607602592,0.5860142888071012,0.7614060545497165,0.7135390108236371
1.234186979327368,28000,0.590041134444685,0.590041134444685,0.5681934543890594,0.590041134444685,0.7647657597492236,0.7167134956656418
1.2782650857319169,29000,0.5893916432128167,0.5893916432128167,0.567765924208336,0.5893916432128167,0.7642283312323803,0.7161283846313703
1.322343192136466,30000,0.591210218662048,0.591210218662048,0.5694018689087968,0.591210218662048,0.7665809921198166,0.7183448501060696
1.3664212985410147,31000,0.5885689543191167,0.5885689543191167,0.5669035441837996,0.5885689543191167,0.7647598813897137,0.7163301715922835
1.4104994049455635,32000,0.5919030093093743,0.5919030093093743,0.5703025482972441,0.5919030093093743,0.7659169830160624,0.7177116291536579
1.4545775113501125,33000,0.5909504221693007,0.5909504221693007,0.5693449095587004,0.5909504221693007,0.7659434041399314,0.7176009829736909
1.4986556177546613,34000,0.5899978350292271,0.5899978350292271,0.5682612901399435,0.5899978350292271,0.7653469715570745,0.7168970545883615
1.54273372415921,35000,0.590474128599264,0.590474128599264,0.5690933605736593,0.590474128599264,0.7680252980437585,0.7192394565268535
1.586811830563759,36000,0.590820523922927,0.590820523922927,0.5690937729490446,0.590820523922927,0.7655276335476074,0.7173049126107027
1.6308899369683079,37000,0.5912535180775059,0.5912535180775059,0.5694521271588819,0.5912535180775059,0.766683088365462,0.7182667907604489
1.6749680433728567,38000,0.5916865122320849,0.5916865122320849,0.5699467714335651,0.5916865122320849,0.7684123762626563,0.7197824086762098
1.7190461497774057,39000,0.5914267157393375,0.5914267157393375,0.5695949121360466,0.5914267157393375,0.7678971759514254,0.7192524143227914
1.7631242561819545,40000,0.5877462654254167,0.5877462654254167,0.565890647143624,0.5877462654254167,0.7645621814870109,0.7154836168035626
1.8072023625865032,41000,0.5903875297683481,0.5903875297683481,0.5688920182917802,0.5903875297683481,0.7664466670068956,0.7178612261356372
1.8512804689910523,42000,0.5923793028794111,0.5923793028794111,0.5706557478147649,0.5923793028794111,0.76806188086936,0.7195058769379225
1.895358575395601,43000,0.5879194630872483,0.5879194630872483,0.5666577684541529,0.5879194630872483,0.7651062187072378,0.716438821311555
1.9394366818001498,44000,0.5907772245074692,0.5907772245074692,0.5693596519787254,0.5907772245074692,0.7666850018850261,0.7181676726792391
1.9835147882046988,45000,0.5914700151547954,0.5914700151547954,0.5698770799934472,0.5914700151547954,0.7664142216406143,0.7181641748654227
2.0275928946092474,46000,0.5912535180775059,0.5912535180775059,0.5692247021338815,0.5912535180775059,0.7649825897451831,0.7169892602765073
2.0716710010137964,47000,0.5908638233383849,0.5908638233383849,0.5688856264733078,0.5908638233383849,0.7654834586664333,0.7171115825647338
2.1157491074183454,48000,0.5917298116475428,0.5917298116475428,0.5703061565818656,0.5917298116475428,0.7685704092950884,0.7199993629108407
2.159827213822894,49000,0.5899112361983113,0.5899112361983113,0.5684219103525231,0.5899112361983113,0.7659361918969766,0.7177849957483885
2.203905320227443,50000,0.5897380385364798,0.5897380385364798,0.5681873718521262,0.5897380385364798,0.7662006437882926,0.7177536894368045
2.247983426631992,51000,0.5889153496427798,0.5889153496427798,0.5674508694139566,0.5889153496427798,0.7659366640529948,0.7173325413528968
2.2920615330365406,52000,0.5883957566572852,0.5883957566572852,0.567064112849456,0.5883957566572852,0.765954473387617,0.7170437231015209
2.3361396394410896,53000,0.5902576315219744,0.5902576315219744,0.5685510353950493,0.5902576315219744,0.766646628332095,0.717964581011964
2.3802177458456386,54000,0.5894782420437324,0.5894782420437324,0.5679441734686377,0.5894782420437324,0.7655827169712521,0.7169916423937063
2.424295852250187,55000,0.590474128599264,0.590474128599264,0.5692986402474387,0.590474128599264,0.7678408991172992,0.7188564967143343
2.468373958654736,56000,0.5895215414591903,0.5895215414591903,0.5680672159742305,0.5895215414591903,0.7666367440504375,0.7175732136086823
0.04407810640454886,1000,0.5544057155228405,0.5544057155228405,0.5323878275269269,0.5544057155228405,0.7500604616688258,0.6950926941203616
0.08815621280909772,2000,0.570513098073176,0.570513098073176,0.5484949007957235,0.570513098073176,0.7569947871637256,0.7048899696579523
0.1322343192136466,3000,0.5755358302662914,0.5755358302662914,0.5539360909110854,0.5755358302662914,0.758155217955865,0.7076827083007072
0.17631242561819543,4000,0.5803420653821173,0.5803420653821173,0.5585421177773419,0.5803420653821173,0.7593120564219478,0.7097999459220563
0.2203905320227443,5000,0.5810781554449015,0.5810781554449015,0.5594463539034874,0.5810781554449015,0.758947964593306,0.7099814684406061
0.2644686384272932,6000,0.5848885040051959,0.5848885040051959,0.5633086617623314,0.5848885040051959,0.7615547629484826,0.712789309070824
0.308546744831842,7000,0.5882658584109115,0.5882658584109115,0.5669984936162681,0.5882658584109115,0.7631908355131125,0.7151262590388382
0.35262485123639087,8000,0.5880060619181641,0.5880060619181641,0.5662390012503674,0.5880060619181641,0.7614565906140526,0.7136487935021752
0.39670295764093977,9000,0.587659666594501,0.587659666594501,0.5662173515426384,0.587659666594501,0.7606195758080778,0.7127880689194409
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0.5289372768545864,12000,0.5918597098939165,0.5918597098939165,0.5703270846326702,0.5918597098939165,0.7664900233816312,0.718368675179355
0.5730153832591351,13000,0.588828750811864,0.588828750811864,0.5671525158226824,0.588828750811864,0.763605117396191,0.7156037417993933
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0.7052497024727817,16000,0.5896081402901061,0.5896081402901061,0.5673221567468157,0.5896081402901061,0.7646584253005283,0.7163056557493621
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0.661171596068233,15000,0.5795193764884174,0.5795193764884174,0.5574813336455466,0.5795193764884174,0.7504828912266425,0.7032828070191095
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0.7934059152818795,18000,0.5757523273435808,0.5757523273435808,0.5542412830608328,0.5757523273435808,0.748604963310134,0.7001509589886571
0.8374840216864283,19000,0.575319333189002,0.575319333189002,0.5540035658335074,0.575319333189002,0.7493760337758457,0.7009034565801623
0.8815621280909772,20000,0.5772678068846071,0.5772678068846071,0.5560621953039143,0.5772678068846071,0.7512246965551601,0.7026205281424988
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