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: 4,181 Bytes
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epoch,steps,cosine_accuracy,cosine_accuracy_threshold,cosine_f1,cosine_precision,cosine_recall,cosine_f1_threshold,cosine_ap,cosine_mcc
0.061083623480544864,1000,0.7715645449137418,0.6943722943722944,0.642456608811749,0.7554160125588697,0.765214242706447,0.4869528029035587
0.12216724696108973,2000,0.7933372992266507,0.7306081178679764,0.6765650080256822,0.7940345368916798,0.8103098867191393,0.5490555698350416
0.1832508704416346,3000,0.7998810232004759,0.7388080197747873,0.6565779838906517,0.8445839874411303,0.8161857606526821,0.5581102952177118
0.24433449392217946,4000,0.7984533016061868,0.7350675773870077,0.6842532467532467,0.7940345368916798,0.8242787909511342,0.5575623728668458
0.30541811740272434,5000,0.8046400951814396,0.7409733124018839,0.6792255363683936,0.8150706436420723,0.8264066384053853,0.5652635410064228
0.3665017408832692,6000,0.8002379535990481,0.7426636568848759,0.6743530617473739,0.8263736263736263,0.8202904760948532,0.5669860129901301
0.42758536436381406,7000,0.8041641879833432,0.7400461627236007,0.6845476381104884,0.8053375196232339,0.8316734296456567,0.5650052514824565
0.4886689878443589,8000,0.8122546103509816,0.7549303944315545,0.7014281864726489,0.8172684458398745,0.8422285162959416,0.5910633111346667
0.5497526113249038,9000,0.8047590719809637,0.7359033371691599,0.6790549508893018,0.8031397174254317,0.8288616481753059,0.5575274001407728
0.6108362348054487,10000,0.815348007138608,0.7550871029131898,0.7073505211190345,0.8097331240188383,0.8469009014788287,0.5925347516250373
0.6719198582859935,11000,0.8116597263533611,0.7545481658216522,0.7185458676512354,0.7943485086342229,0.8428486410193493,0.5943834427580784
0.7330034817665384,12000,0.8139202855443188,0.7567567567567568,0.6888201957753736,0.8395604395604396,0.8431242636341706,0.5917721064081484
0.7940871052470833,13000,0.6349791790600833,0.549486582103719,0.378867206092337,0.9996860282574568,0.46594332142219436,-0.013964889747287565
0.8551707287276281,14000,0.8146341463414634,0.7531467495927736,0.7127242152466368,0.7984301412872842,0.8457286128295436,0.5909306038383263
0.916254352208173,15000,0.8134443783462225,0.7521631644004944,0.740492850623669,0.7642072213500785,0.8460790968360797,0.5972661751456302
0.9773379756887178,16000,0.8111838191552647,0.7538416932444187,0.7002423915970913,0.8163265306122449,0.844741733272779,0.5891741493329753
1.0384215991692627,17000,0.8101130279595479,0.7500722334585379,0.6946748728926947,0.8150706436420723,0.8429641404175311,0.5823242869041363
1.0995052226498077,18000,0.8143961927424153,0.7519039250146455,0.7046390337633819,0.8059654631083203,0.8442395836063484,0.5872156652064053
1.1605888461303524,19000,0.8097560975609757,0.748527679623086,0.7047407818131411,0.798116169544741,0.8407090098830878,0.5822926985526478
1.2216724696108974,20000,0.8110648423557406,0.7475874547647768,0.7191760951552074,0.7783359497645211,0.8397140499094808,0.5847821416252674
1.2827560930914421,21000,0.8145151695419394,0.7534952170713761,0.7091412742382271,0.8037676609105181,0.8458668943317845,0.5905876114796338
1.343839716571987,22000,0.8127305175490779,0.7532885121309558,0.70467596390484,0.8091051805337519,0.8449174103790579,0.5892764817499798
1.404923340052532,23000,0.8127305175490779,0.7534429142603287,0.7130044843049327,0.7987441130298273,0.8459968901506725,0.5914267930088032
1.4660069635330768,24000,0.8197501487209994,0.7562975108063795,0.7199205448354143,0.7965463108320251,0.8513923247780792,0.5972270709106697
1.5270905870136215,25000,0.8151100535395598,0.7549004710530315,0.7314487632508834,0.779905808477237,0.8467298579715266,0.5983077488622144
1.5881742104941665,26000,0.8159428911362284,0.7572786242268819,0.7288037166085947,0.7880690737833596,0.8497060331891434,0.6008862104654444
1.6492578339747115,27000,0.8099940511600238,0.7493839686911147,0.6960150780829295,0.8116169544740973,0.8414326400320202,0.5815627395480915
1.7103414574552562,28000,0.811540749553837,0.7503256621797655,0.6960257787325457,0.8138147566718995,0.8453293417485445,0.5829865192687969
1.771425080935801,29000,0.8086853063652588,0.7471902119789443,0.6831425598335068,0.8244897959183674,0.8416151902390879,0.5756661405287067
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