Muennighoff/SGPT-125M-weightedmean-nli-bitfit
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Model: Muennighoff/SGPT-125M-weightedmean-nli-bitfit
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2026-05-13 15:45:40 +08:00
commit e79397bef5
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7
eval/SGPT-125M-weightedmean-nli-bitfit_weightedmean_layer-1_results_average_precision.json Normal file
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{
"askubuntu": 55.66,
"cqadupstack": 11.13,
"twitterpara": 69.63,
"scidocs": 68.01,
"avg": 51.1075
}

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eval/SGPT-125M-weightedmean-nli-bitfit_weightedmean_layer-1_results_detailed.json Normal file
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{
"askubuntu": {
"map_askubuntu_title": 55.66,
"p@1_askubuntu_title": 51.61,
"p@5_askubuntu_title": 41.4,
"mrr_askubuntu_title": 66.68
},
"cqadupstack": {
"map@100_cqadupstack_unix": 10.86,
"ndcg@10_cqadupstack_unix": 11.65,
"map@100_cqadupstack_gaming": 20.48,
"ndcg@10_cqadupstack_gaming": 22.59,
"map@100_cqadupstack_wordpress": 4.11,
"ndcg@10_cqadupstack_wordpress": 4.52,
"map@100_cqadupstack_stats": 13.42,
"ndcg@10_cqadupstack_stats": 13.69,
"map@100_cqadupstack_tex": 7.05,
"ndcg@10_cqadupstack_tex": 7.4,
"map@100_cqadupstack_english": 8.84,
"ndcg@10_cqadupstack_english": 10.03,
"map@100_cqadupstack_programmers": 10.39,
"ndcg@10_cqadupstack_programmers": 10.95,
"map@100_cqadupstack_mathematica": 9.81,
"ndcg@10_cqadupstack_mathematica": 10.84,
"map@100_cqadupstack_physics": 13.33,
"ndcg@10_cqadupstack_physics": 13.56,
"map@100_cqadupstack_gis": 13.79,
"ndcg@10_cqadupstack_gis": 14.32,
"map@100_cqadupstack_webmasters": 8.58,
"ndcg@10_cqadupstack_webmasters": 9.35,
"map@100_cqadupstack_android": 12.86,
"ndcg@10_cqadupstack_android": 14.72,
"map@100_cqadupstack_avg": 11.13,
"ndcg@10_cqadupstack_avg": 11.97
},
"twitterpara": {
"ap_twitter_twitterurl": 72.79,
"spearman_twitter_twitterurl": 67.64,
"ap_twitter_pit": 66.47,
"spearman_twitter_pit": 47.88,
"ap_twitter_avg": 69.63,
"spearman_twitter_avg": 57.76
},
"scidocs": {
"map_scidocs_cite_euclidean": 65.13,
"ndcg_scidocs_cite_euclidean": 82.16,
"map_scidocs_cite_cosine": 65.13,
"ndcg_scidocs_cite_cosine": 82.16,
"map_scidocs_cocite_euclidean": 67.76,
"ndcg_scidocs_cocite_euclidean": 83.77,
"map_scidocs_cocite_cosine": 67.76,
"ndcg_scidocs_cocite_cosine": 83.77,
"map_scidocs_coview_euclidean": 70.51,
"ndcg_scidocs_coview_euclidean": 84.5,
"map_scidocs_coview_cosine": 70.51,
"ndcg_scidocs_coview_cosine": 84.5,
"map_scidocs_coread_euclidean": 68.62,
"ndcg_scidocs_coread_euclidean": 83.66,
"map_scidocs_coread_cosine": 68.62,
"ndcg_scidocs_coread_cosine": 83.66,
"map_scidocs_euclidean_avg": 68.01,
"ndcg_scidocs_euclidean_avg": 83.52,
"map_scidocs_cosine_avg": 68.01,
"ndcg_scidocs_cosine_avg": 83.52
}
}

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eval/quora.json Normal file
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{"SGPT-125M-weightedmean-nli-bitfit": {"quora": {"NDCG@1": 0.7097, "NDCG@3": 0.75264, "NDCG@5": 0.77096, "NDCG@10": 0.78967, "NDCG@100": 0.81262, "NDCG@1000": 0.81682}}}

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eval/similarity_evaluation_sts-dev_results.csv Normal file
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epoch,steps,cosine_pearson,cosine_spearman,euclidean_pearson,euclidean_spearman,manhattan_pearson,manhattan_spearman,dot_pearson,dot_spearman
0,440,0.815931462953464,0.8200562029402142,0.8157369182150072,0.819603973090759,0.8184615924110381,0.823007690742192,0.7061069454916115,0.7112807915742094
0,880,0.8214075065169842,0.8255189362474712,0.8192073152764299,0.8236822552646557,0.8215825733824851,0.8264104866848039,0.7174042848871002,0.7192644874753024
0,1320,0.8281480125216174,0.8335677824006662,0.8218868633996832,0.8269437148107974,0.8243453247825011,0.8296731348438655,0.7260606000892722,0.7296375462352843
0,1760,0.8288444853328012,0.8336538155269189,0.8228072115324837,0.8279187688644755,0.8240960132575046,0.8296670547684952,0.7297739366603081,0.7327912957426814
0,2200,0.8322285781163465,0.8363460131143705,0.8238595252888139,0.8285953867691392,0.8251293855185525,0.8303417242732376,0.7321514272161418,0.7343360548158535
0,2640,0.8316032894200165,0.8360248029282871,0.8229876867952128,0.8274986778272352,0.8247887992125305,0.829730972962072,0.735861995734252,0.7394614515913788
0,3080,0.8307132415525218,0.8357857422650881,0.821973667735502,0.8268832848991191,0.8232670133914585,0.8287163832939213,0.7351494187227637,0.7373781263102374
0,3520,0.8321450278222416,0.837515610006931,0.8227498428419581,0.8276296120812954,0.824194673798708,0.8294918695942172,0.7350862168960725,0.7385545256985955
0,3960,0.8324321317037187,0.8372050831022416,0.8235292210527604,0.8280796389286461,0.8251002162736456,0.8299533503397363,0.7325730558165168,0.7364960367335265
0,4400,0.832333153640081,0.8370257982810063,0.8227920398931506,0.8274093432460116,0.8243812864875318,0.829381817916846,0.7344786676900655,0.7383103767201893
0,-1,0.8323134689045238,0.8369988089385374,0.8227832000988474,0.8274006510691946,0.8243732697450359,0.8293464655792817,0.7344279740920635,0.7383348227000012
1 epoch steps cosine_pearson cosine_spearman euclidean_pearson euclidean_spearman manhattan_pearson manhattan_spearman dot_pearson dot_spearman
2 0 440 0.815931462953464 0.8200562029402142 0.8157369182150072 0.819603973090759 0.8184615924110381 0.823007690742192 0.7061069454916115 0.7112807915742094
3 0 880 0.8214075065169842 0.8255189362474712 0.8192073152764299 0.8236822552646557 0.8215825733824851 0.8264104866848039 0.7174042848871002 0.7192644874753024
4 0 1320 0.8281480125216174 0.8335677824006662 0.8218868633996832 0.8269437148107974 0.8243453247825011 0.8296731348438655 0.7260606000892722 0.7296375462352843
5 0 1760 0.8288444853328012 0.8336538155269189 0.8228072115324837 0.8279187688644755 0.8240960132575046 0.8296670547684952 0.7297739366603081 0.7327912957426814
6 0 2200 0.8322285781163465 0.8363460131143705 0.8238595252888139 0.8285953867691392 0.8251293855185525 0.8303417242732376 0.7321514272161418 0.7343360548158535
7 0 2640 0.8316032894200165 0.8360248029282871 0.8229876867952128 0.8274986778272352 0.8247887992125305 0.829730972962072 0.735861995734252 0.7394614515913788
8 0 3080 0.8307132415525218 0.8357857422650881 0.821973667735502 0.8268832848991191 0.8232670133914585 0.8287163832939213 0.7351494187227637 0.7373781263102374
9 0 3520 0.8321450278222416 0.837515610006931 0.8227498428419581 0.8276296120812954 0.824194673798708 0.8294918695942172 0.7350862168960725 0.7385545256985955
10 0 3960 0.8324321317037187 0.8372050831022416 0.8235292210527604 0.8280796389286461 0.8251002162736456 0.8299533503397363 0.7325730558165168 0.7364960367335265
11 0 4400 0.832333153640081 0.8370257982810063 0.8227920398931506 0.8274093432460116 0.8243812864875318 0.829381817916846 0.7344786676900655 0.7383103767201893
12 0 -1 0.8323134689045238 0.8369988089385374 0.8227832000988474 0.8274006510691946 0.8243732697450359 0.8293464655792817 0.7344279740920635 0.7383348227000012

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eval/similarity_evaluation_sts-test_results.csv Normal file
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epoch,steps,cosine_pearson,cosine_spearman,euclidean_pearson,euclidean_spearman,manhattan_pearson,manhattan_spearman,dot_pearson,dot_spearman
-1,-1,0.8000926257222208,0.7953985460102709,0.7952025212260427,0.78929372286714,0.7947603682819968,0.7906380658888169,0.6312256336304743,0.612896395113368
1 epoch steps cosine_pearson cosine_spearman euclidean_pearson euclidean_spearman manhattan_pearson manhattan_spearman dot_pearson dot_spearman
2 -1 -1 0.8000926257222208 0.7953985460102709 0.7952025212260427 0.78929372286714 0.7947603682819968 0.7906380658888169 0.6312256336304743 0.612896395113368