diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -1,199 +1,3034 @@ --- -library_name: transformers -tags: [] +library_name: sentence-transformers +pipeline_tag: sentence-similarity +tags: +- mteb +model-index: +- name: merged_model + results: + - task: + type: Classification + dataset: + type: mteb/amazon_counterfactual + name: MTEB AmazonCounterfactualClassification (en) + config: en + split: test + revision: e8379541af4e31359cca9fbcf4b00f2671dba205 + metrics: + - type: accuracy + value: 75.17910447761193 + - type: ap + value: 37.9385904323946 + - type: f1 + value: 69.08121471841274 + - task: + type: Classification + dataset: + type: mteb/amazon_polarity + name: MTEB AmazonPolarityClassification + config: default + split: test + revision: e2d317d38cd51312af73b3d32a06d1a08b442046 + metrics: + - type: accuracy + value: 93.07292500000001 + - type: ap + value: 89.99875359715712 + - type: f1 + value: 93.06135402357953 + - task: + type: Classification + dataset: + type: mteb/amazon_reviews_multi + name: MTEB AmazonReviewsClassification (en) + config: en + split: test + revision: 1399c76144fd37290681b995c656ef9b2e06e26d + metrics: + - type: accuracy + value: 48.42400000000001 + - type: f1 + value: 47.95385391493928 + - task: + type: Retrieval + dataset: + type: mteb/arguana + name: MTEB ArguAna + config: default + split: test + revision: c22ab2a51041ffd869aaddef7af8d8215647e41a + metrics: + - type: map_at_1 + value: 41.394 + - type: map_at_10 + value: 57.86900000000001 + - type: map_at_100 + value: 58.372 + - type: map_at_1000 + value: 58.374 + - type: map_at_20 + value: 58.321 + - type: map_at_3 + value: 53.793 + - type: map_at_5 + value: 56.443 + - type: mrr_at_1 + value: 42.745 + - type: mrr_at_10 + value: 58.392999999999994 + - type: mrr_at_100 + value: 58.887 + - type: mrr_at_1000 + value: 58.89 + - type: mrr_at_20 + value: 58.836 + - type: mrr_at_3 + value: 54.291 + - type: mrr_at_5 + value: 56.958 + - type: ndcg_at_1 + value: 41.394 + - type: ndcg_at_10 + value: 65.989 + - type: ndcg_at_100 + value: 67.896 + - type: ndcg_at_1000 + value: 67.955 + - type: ndcg_at_20 + value: 67.545 + - type: ndcg_at_3 + value: 57.859 + - type: ndcg_at_5 + value: 62.602999999999994 + - type: precision_at_1 + value: 41.394 + - type: precision_at_10 + value: 9.139 + - type: precision_at_100 + value: 0.992 + - type: precision_at_1000 + value: 0.1 + - type: precision_at_20 + value: 4.868 + - type: precision_at_3 + value: 23.21 + - type: precision_at_5 + value: 16.216 + - type: recall_at_1 + value: 41.394 + - type: recall_at_10 + value: 91.39399999999999 + - type: recall_at_100 + value: 99.21799999999999 + - type: recall_at_1000 + value: 99.644 + - type: recall_at_20 + value: 97.368 + - type: recall_at_3 + value: 69.63000000000001 + - type: recall_at_5 + value: 81.081 + - task: + type: Clustering + dataset: + type: mteb/arxiv-clustering-p2p + name: MTEB ArxivClusteringP2P + config: default + split: test + revision: 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CQADupstackMathematicaRetrieval + config: default + split: test + revision: 90fceea13679c63fe563ded68f3b6f06e50061de + metrics: + - type: map_at_1 + value: 18.941 + - type: map_at_10 + value: 27.881 + - type: map_at_100 + value: 29.085 + - type: map_at_1000 + value: 29.211 + - type: map_at_20 + value: 28.493000000000002 + - type: map_at_3 + value: 24.959999999999997 + - type: map_at_5 + value: 26.604 + - type: mrr_at_1 + value: 23.383000000000003 + - type: mrr_at_10 + value: 32.849000000000004 + - type: mrr_at_100 + value: 33.732 + - type: mrr_at_1000 + value: 33.803 + - type: mrr_at_20 + value: 33.347 + - type: mrr_at_3 + value: 30.037000000000003 + - type: mrr_at_5 + value: 31.555 + - type: ndcg_at_1 + value: 23.383000000000003 + - type: ndcg_at_10 + value: 33.585 + - type: ndcg_at_100 + value: 39.187 + - type: ndcg_at_1000 + value: 41.993 + - type: ndcg_at_20 + value: 35.582 + - type: ndcg_at_3 + value: 28.258 + - type: ndcg_at_5 + value: 30.714999999999996 + - type: precision_at_1 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type: recall_at_100 + value: 83.543 + - type: recall_at_1000 + value: 96.009 + - type: recall_at_20 + value: 68.941 + - type: recall_at_3 + value: 46.918 + - type: recall_at_5 + value: 53.909 + - task: + type: Retrieval + dataset: + type: mteb/cqadupstack-programmers + name: MTEB CQADupstackProgrammersRetrieval + config: default + split: test + revision: 6184bc1440d2dbc7612be22b50686b8826d22b32 + metrics: + - type: map_at_1 + value: 26.137 + - type: map_at_10 + value: 37.025999999999996 + - type: map_at_100 + value: 38.511 + - type: map_at_1000 + value: 38.619 + - type: map_at_20 + value: 37.92 + - type: map_at_3 + value: 33.729 + - type: map_at_5 + value: 35.478 + - type: mrr_at_1 + value: 32.192 + - type: mrr_at_10 + value: 42.245 + - type: mrr_at_100 + value: 43.172 + - type: mrr_at_1000 + value: 43.225 + - type: mrr_at_20 + value: 42.855 + - type: mrr_at_3 + value: 39.669 + - type: mrr_at_5 + value: 41.038999999999994 + - type: ndcg_at_1 + value: 32.192 + - type: ndcg_at_10 + value: 43.132 + - type: ndcg_at_100 + value: 49.09 + - type: ndcg_at_1000 + value: 51.248000000000005 + - type: ndcg_at_20 + value: 45.802 + - type: ndcg_at_3 + value: 37.796 + - type: ndcg_at_5 + value: 40.064 + - type: precision_at_1 + value: 32.192 + - type: precision_at_10 + value: 8.071 + - type: precision_at_100 + value: 1.275 + - type: precision_at_1000 + value: 0.164 + - type: precision_at_20 + value: 4.869 + - type: precision_at_3 + value: 18.189 + - type: precision_at_5 + value: 13.059000000000001 + - type: recall_at_1 + value: 26.137 + - type: recall_at_10 + value: 55.87 + - type: recall_at_100 + value: 80.868 + - type: recall_at_1000 + value: 95.298 + - type: recall_at_20 + value: 65.365 + - type: recall_at_3 + value: 41.074 + - type: recall_at_5 + value: 46.945 + - task: + type: Retrieval + dataset: + type: mteb/cqadupstack + name: MTEB CQADupstackRetrieval + config: default + split: test + revision: 160c094312a0e1facb97e55eeddb698c0abe3571 + metrics: + - type: map_at_1 + value: 27.92966666666667 + - type: map_at_10 + value: 37.75758333333333 + - type: map_at_100 + value: 38.996750000000006 + - type: map_at_1000 + value: 39.10941666666666 + - type: map_at_20 + value: 38.44558333333334 + - type: map_at_3 + value: 34.70758333333333 + - type: map_at_5 + value: 36.39783333333333 + - type: mrr_at_1 + value: 33.07458333333333 + - type: mrr_at_10 + value: 42.112750000000005 + - type: mrr_at_100 + value: 42.94625 + - type: mrr_at_1000 + value: 42.998000000000005 + - type: mrr_at_20 + value: 42.61133333333333 + - type: mrr_at_3 + value: 39.65641666666667 + - type: mrr_at_5 + value: 41.06275 + - type: ndcg_at_1 + value: 33.07458333333333 + - type: ndcg_at_10 + value: 43.39091666666667 + - type: ndcg_at_100 + value: 48.568916666666674 + - type: ndcg_at_1000 + value: 50.666 + - type: ndcg_at_20 + value: 45.44491666666668 + - type: ndcg_at_3 + value: 38.349833333333336 + - type: ndcg_at_5 + value: 40.70983333333333 + - type: precision_at_1 + value: 33.07458333333333 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48.777 + - type: recall_at_100 + value: 70.253 + - type: recall_at_1000 + value: 87.455 + - type: recall_at_20 + value: 54.309 + - type: recall_at_3 + value: 36.791000000000004 + - type: recall_at_5 + value: 40.938 + - task: + type: Retrieval + dataset: + type: mteb/cqadupstack-tex + name: MTEB CQADupstackTexRetrieval + config: default + split: test + revision: 46989137a86843e03a6195de44b09deda022eec7 + metrics: + - type: map_at_1 + value: 19.085 + - type: map_at_10 + value: 26.579000000000004 + - type: map_at_100 + value: 27.814 + - type: map_at_1000 + value: 27.939000000000004 + - type: map_at_20 + value: 27.232 + - type: map_at_3 + value: 24.008 + - type: map_at_5 + value: 25.436999999999998 + - type: mrr_at_1 + value: 23.159 + - type: mrr_at_10 + value: 30.622 + - type: mrr_at_100 + value: 31.631999999999998 + - type: mrr_at_1000 + value: 31.705 + - type: mrr_at_20 + value: 31.186999999999998 + - type: mrr_at_3 + value: 28.292 + - type: mrr_at_5 + value: 29.669 + - type: ndcg_at_1 + value: 23.159 + - type: ndcg_at_10 + value: 31.422 + - type: ndcg_at_100 + value: 37.246 + - type: ndcg_at_1000 + value: 40.014 + - type: ndcg_at_20 + value: 33.568999999999996 + - type: ndcg_at_3 + value: 26.893 + - type: ndcg_at_5 + value: 29.048000000000002 + - type: precision_at_1 + value: 23.159 + - type: precision_at_10 + value: 5.736 + - type: precision_at_100 + value: 1.013 + - type: precision_at_1000 + value: 0.14300000000000002 + - type: precision_at_20 + value: 3.4840000000000004 + - type: precision_at_3 + value: 12.617999999999999 + - type: precision_at_5 + value: 9.195 + - type: recall_at_1 + value: 19.085 + - type: recall_at_10 + value: 41.881 + - type: recall_at_100 + value: 68.026 + - type: recall_at_1000 + value: 87.576 + - type: recall_at_20 + value: 49.886 + - type: recall_at_3 + value: 29.355999999999998 + - type: recall_at_5 + value: 34.946 + - task: + type: Retrieval + dataset: + type: mteb/cqadupstack-unix + name: MTEB CQADupstackUnixRetrieval + config: default + split: test + revision: 6c6430d3a6d36f8d2a829195bc5dc94d7e063e53 + metrics: + - type: map_at_1 + value: 28.052 + - type: map_at_10 + value: 37.942 + - type: map_at_100 + value: 39.11 + - type: map_at_1000 + value: 39.204 + - type: map_at_20 + value: 38.592 + - type: map_at_3 + value: 35.149 + - type: map_at_5 + value: 36.636 + - type: mrr_at_1 + value: 33.022 + - type: mrr_at_10 + value: 42.13 + - type: mrr_at_100 + value: 42.992000000000004 + - type: mrr_at_1000 + value: 43.045 + - type: mrr_at_20 + value: 42.653 + - type: mrr_at_3 + value: 39.754 + - type: mrr_at_5 + value: 41.046 + - type: ndcg_at_1 + value: 33.022 + - type: ndcg_at_10 + value: 43.588 + - type: ndcg_at_100 + value: 48.844 + - type: ndcg_at_1000 + value: 50.87199999999999 + - type: ndcg_at_20 + value: 45.634 + - type: ndcg_at_3 + value: 38.653 + - type: ndcg_at_5 + value: 40.827000000000005 + - type: precision_at_1 + value: 33.022 + - type: precision_at_10 + value: 7.239 + - type: precision_at_100 + value: 1.126 + - type: precision_at_1000 + value: 0.14100000000000001 + - type: precision_at_20 + value: 4.2299999999999995 + - type: precision_at_3 + value: 17.755000000000003 + - type: precision_at_5 + value: 12.239 + - type: recall_at_1 + value: 28.052 + - type: recall_at_10 + value: 56.518 + - type: recall_at_100 + value: 79.081 + - type: recall_at_1000 + value: 93.096 + - type: recall_at_20 + value: 63.65 + - type: recall_at_3 + value: 43.061 + - type: recall_at_5 + value: 48.588 + - task: + type: Retrieval + dataset: + type: mteb/cqadupstack-webmasters + name: MTEB CQADupstackWebmastersRetrieval + config: default + split: test + revision: 160c094312a0e1facb97e55eeddb698c0abe3571 + metrics: + - type: map_at_1 + value: 24.698 + - type: map_at_10 + value: 34.162 + - type: map_at_100 + value: 35.862 + - type: map_at_1000 + value: 36.087 + - type: map_at_20 + value: 35.049 + - type: map_at_3 + value: 31.172 + - type: map_at_5 + value: 32.814 + - type: mrr_at_1 + value: 30.237000000000002 + - type: mrr_at_10 + value: 39.461 + - type: mrr_at_100 + value: 40.514 + - type: mrr_at_1000 + value: 40.552 + - type: mrr_at_20 + value: 40.091 + - type: mrr_at_3 + value: 37.088 + - type: mrr_at_5 + value: 38.383 + - type: ndcg_at_1 + value: 30.237000000000002 + - type: ndcg_at_10 + value: 40.308 + - type: ndcg_at_100 + value: 46.792 + - type: ndcg_at_1000 + value: 48.931999999999995 + - type: ndcg_at_20 + value: 42.748999999999995 + - type: ndcg_at_3 + value: 35.541 + - type: ndcg_at_5 + value: 37.812 + - type: precision_at_1 + value: 30.237000000000002 + - type: precision_at_10 + value: 7.846 + - type: precision_at_100 + value: 1.599 + - type: precision_at_1000 + value: 0.247 + - type: precision_at_20 + value: 4.96 + - type: precision_at_3 + value: 16.93 + - type: precision_at_5 + value: 12.49 + - type: recall_at_1 + value: 24.698 + - type: recall_at_10 + value: 51.74999999999999 + - type: recall_at_100 + value: 80.767 + - type: recall_at_1000 + value: 93.569 + - type: recall_at_20 + value: 61.157 + - type: recall_at_3 + value: 38.344 + - type: recall_at_5 + value: 44.184 + - task: + type: Retrieval + dataset: + type: mteb/cqadupstack-wordpress + name: MTEB CQADupstackWordpressRetrieval + config: default + split: test + revision: 4ffe81d471b1924886b33c7567bfb200e9eec5c4 + metrics: + - type: map_at_1 + value: 22.686 + - type: map_at_10 + value: 30.857 + - type: map_at_100 + value: 31.806 + - type: map_at_1000 + value: 31.91 + - type: map_at_20 + value: 31.401 + - type: map_at_3 + value: 27.972 + - type: map_at_5 + value: 29.711 + - type: mrr_at_1 + value: 24.769 + - type: mrr_at_10 + value: 33.03 + - type: mrr_at_100 + value: 33.899 + - type: mrr_at_1000 + value: 33.969 + - type: mrr_at_20 + value: 33.553 + - type: mrr_at_3 + value: 30.375999999999998 + - type: mrr_at_5 + value: 32.021 + - type: ndcg_at_1 + value: 24.769 + - type: ndcg_at_10 + value: 35.76 + - type: ndcg_at_100 + value: 40.442 + - type: ndcg_at_1000 + value: 43.037 + - type: ndcg_at_20 + value: 37.634 + - type: ndcg_at_3 + value: 30.314000000000004 + - type: ndcg_at_5 + value: 33.215 + - type: precision_at_1 + value: 24.769 + - type: precision_at_10 + value: 5.656 + - type: precision_at_100 + value: 0.856 + - type: precision_at_1000 + value: 0.12 + - type: precision_at_20 + value: 3.29 + - type: precision_at_3 + value: 12.815999999999999 + - type: precision_at_5 + value: 9.353 + - type: recall_at_1 + value: 22.686 + - type: recall_at_10 + value: 48.734 + - type: recall_at_100 + value: 70.13000000000001 + - type: recall_at_1000 + value: 89.441 + - type: recall_at_20 + value: 55.679 + - type: recall_at_3 + value: 34.412 + - type: recall_at_5 + value: 41.349000000000004 + - task: + type: Retrieval + dataset: + type: mteb/climate-fever + name: MTEB ClimateFEVER + config: default + split: test + revision: 47f2ac6acb640fc46020b02a5b59fdda04d39380 + metrics: + - type: map_at_1 + value: 12.842999999999998 + - type: map_at_10 + value: 21.776999999999997 + - type: map_at_100 + value: 23.796 + - type: map_at_1000 + value: 23.987 + - type: map_at_20 + value: 22.889 + - type: map_at_3 + value: 18.144 + - type: map_at_5 + value: 19.921 + - type: mrr_at_1 + value: 28.794999999999998 + - type: mrr_at_10 + value: 40.261 + - type: mrr_at_100 + value: 41.187000000000005 + - type: mrr_at_1000 + value: 41.224 + - type: mrr_at_20 + value: 40.853 + - type: mrr_at_3 + value: 36.895 + - type: mrr_at_5 + value: 38.781 + - type: ndcg_at_1 + value: 28.794999999999998 + - type: ndcg_at_10 + value: 30.37 + - type: ndcg_at_100 + value: 37.936 + - type: ndcg_at_1000 + value: 41.332 + - type: ndcg_at_20 + value: 33.452 + - type: ndcg_at_3 + value: 24.723 + - type: ndcg_at_5 + value: 26.562 + - type: precision_at_1 + value: 28.794999999999998 + - type: precision_at_10 + value: 9.498 + - type: precision_at_100 + value: 1.7590000000000001 + - type: precision_at_1000 + value: 0.23900000000000002 + - type: precision_at_20 + value: 6.085 + - type: precision_at_3 + value: 18.284 + - type: 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0.5498624282889892, 0.49132181885931403, 0.5312510012188089, 0.5351846001585449, 0.540629373100899, 0.5278341181497205, 0.5174886066510178] + - task: + type: PairClassification + dataset: + type: mteb/twittersemeval2015-pairclassification + name: MTEB TwitterSemEval2015 + config: default + split: test + revision: 70970daeab8776df92f5ea462b6173c0b46fd2d1 + metrics: + - type: cos_sim_accuracy + value: 87.30404720748643 + - type: cos_sim_ap + value: 78.24262856109937 + - type: cos_sim_f1 + value: 72.08312468703055 + - type: cos_sim_precision + value: 68.58027632205813 + - type: cos_sim_recall + value: 75.96306068601582 + - type: dot_accuracy + value: 84.48471121177803 + - type: dot_ap + value: 67.78610175988638 + - type: dot_f1 + value: 63.75754527162978 + - type: dot_precision + value: 60.908217203267654 + - type: dot_recall + value: 66.88654353562006 + - type: euclidean_accuracy + value: 87.24444179531503 + - type: euclidean_ap + value: 78.16169396391096 + - type: euclidean_f1 + value: 72.19500244977952 + - type: euclidean_precision + value: 67.37540009144948 + - type: euclidean_recall + value: 77.75725593667546 + - type: manhattan_accuracy + value: 87.20867854801216 + - type: manhattan_ap + value: 78.10430615026713 + - type: manhattan_f1 + value: 72.25504677498769 + - type: manhattan_precision + value: 67.72035071527456 + - type: manhattan_recall + value: 77.44063324538259 + - type: max_accuracy + value: 87.30404720748643 + - type: max_ap + value: 78.24262856109937 + - type: max_f1 + value: 72.25504677498769 + - task: + type: PairClassification + dataset: + type: mteb/twitterurlcorpus-pairclassification + name: MTEB TwitterURLCorpus + config: default + split: test + revision: 8b6510b0b1fa4e4c4f879467980e9be563ec1cdf + metrics: + - type: cos_sim_accuracy + value: 89.08681647067955 + - type: cos_sim_ap + value: 86.10715470590844 + - type: cos_sim_f1 + value: 78.62958187511512 + - type: cos_sim_precision + value: 75.38320265592992 + - type: cos_sim_recall + value: 82.16815522020326 + - type: dot_accuracy + value: 88.00985756975977 + - type: dot_ap + value: 83.27536710177887 + - type: dot_f1 + value: 76.57026000584284 + - type: dot_precision + value: 72.82578494026119 + - type: dot_recall + value: 80.72066522944257 + - type: euclidean_accuracy + value: 88.9024721543059 + - type: euclidean_ap + value: 85.83507000245919 + - type: euclidean_f1 + value: 78.354072605807 + - type: euclidean_precision + value: 74.87197474570326 + - type: euclidean_recall + value: 82.17585463504774 + - type: manhattan_accuracy + value: 88.90829355377032 + - type: manhattan_ap + value: 85.82130285331947 + - type: manhattan_f1 + value: 78.28887843364338 + - type: manhattan_precision + value: 73.86464522297344 + - type: manhattan_recall + value: 83.2768709578072 + - type: max_accuracy + value: 89.08681647067955 + - type: max_ap + value: 86.10715470590844 + - type: max_f1 + value: 78.62958187511512 --- -# Model Card for Model ID +# b1ade-embed-kd - +This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 1024 dimensional dense vector space and can be used for tasks like clustering or semantic search. + +## Usage (Sentence-Transformers) -## Model Details +Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed: -### Model Description +``` +pip install -U sentence-transformers +``` - +Then you can use the model like this: -This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated. +```python +from sentence_transformers import SentenceTransformer +sentences = ["This is an example sentence", "Each sentence is converted"] -- **Developed by:** [More Information Needed] -- **Funded by [optional]:** [More Information Needed] -- **Shared by [optional]:** [More Information Needed] -- **Model type:** [More Information Needed] -- **Language(s) (NLP):** [More Information Needed] -- **License:** [More Information Needed] -- **Finetuned from model [optional]:** [More Information Needed] +model = SentenceTransformer('{MODEL_NAME}') +embeddings = model.encode(sentences) +print(embeddings) +``` -### Model Sources [optional] - -- **Repository:** [More Information Needed] -- **Paper [optional]:** [More Information Needed] -- **Demo [optional]:** [More Information Needed] +## Usage (HuggingFace Transformers) +Without [sentence-transformers](https://www.SBERT.net), you can use the model like this: First, you pass your input through the transformer model, then you have to apply the right pooling-operation on-top of the contextualized word embeddings. -## Uses +```python +from transformers import AutoTokenizer, AutoModel +import torch - -### Direct Use +#Mean Pooling - Take attention mask into account for correct averaging +def mean_pooling(model_output, attention_mask): + token_embeddings = model_output[0] #First element of model_output contains all token embeddings + input_mask_expanded = attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float() + return torch.sum(token_embeddings * input_mask_expanded, 1) / torch.clamp(input_mask_expanded.sum(1), min=1e-9) - -[More Information Needed] +# Sentences we want sentence embeddings for +sentences = ['This is an example sentence', 'Each sentence is converted'] -### Downstream Use [optional] +# Load model from HuggingFace Hub +tokenizer = AutoTokenizer.from_pretrained('{MODEL_NAME}') +model = AutoModel.from_pretrained('{MODEL_NAME}') - +# Tokenize sentences +encoded_input = tokenizer(sentences, padding=True, truncation=True, return_tensors='pt') -[More Information Needed] +# Compute token embeddings +with torch.no_grad(): + model_output = model(**encoded_input) -### Out-of-Scope Use +# Perform pooling. In this case, mean pooling. +sentence_embeddings = mean_pooling(model_output, encoded_input['attention_mask']) - +print("Sentence embeddings:") +print(sentence_embeddings) +``` -[More Information Needed] -## Bias, Risks, and Limitations - +## Evaluation Results -[More Information Needed] + -### Recommendations +For an automated evaluation of this model, see the *Sentence Embeddings Benchmark*: [https://seb.sbert.net](https://seb.sbert.net?model_name={MODEL_NAME}) - -Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. +## Training +The model was distilled with teacher model as -## How to Get Started with the Model -Use the code below to get started with the model. +and student model as b1ade-embed -[More Information Needed] +**DataLoader**: -## Training Details +`torch.utils.data.dataloader.DataLoader` of length 275105 with parameters: +``` +{'batch_size': 32, 'sampler': 'torch.utils.data.sampler.RandomSampler', 'batch_sampler': 'torch.utils.data.sampler.BatchSampler'} +``` -### Training Data +**Loss**: - +`sentence_transformers.losses.MSELoss.MSELoss` -[More Information Needed] +Parameters of the fit()-Method: +``` +{ + "epochs": 3, + "evaluation_steps": 5000, + "evaluator": "sentence_transformers.evaluation.SequentialEvaluator.SequentialEvaluator", + "max_grad_norm": 1, + "optimizer_class": "", + "optimizer_params": { + "eps": 1e-06, + "lr": 5e-05 + }, + "scheduler": "WarmupLinear", + "steps_per_epoch": null, + "warmup_steps": 1000, + "weight_decay": 0.01 +} +``` -### Training Procedure - +## Full Model Architecture +``` +SentenceTransformer( + (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel + (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True}) +) +``` -#### Preprocessing [optional] +## Results: -[More Information Needed] +Good agreement with teacher model, at least on STS: +Teacher: +``` +2024-05-20 16:29:07 - Teacher Performance: +2024-05-20 16:29:07 - EmbeddingSimilarityEvaluator: Evaluating the model on the sts-dev dataset: +2024-05-20 16:29:12 - Cosine-Similarity : Pearson: 0.8561 Spearman: 0.8597 +2024-05-20 16:29:12 - Manhattan-Distance: Pearson: 0.8569 Spearman: 0.8567 +2024-05-20 16:29:12 - Euclidean-Distance: Pearson: 0.8575 Spearman: 0.8571 +2024-05-20 16:29:12 - Dot-Product-Similarity: Pearson: 0.8624 Spearman: 0.8662 +``` -#### Training Hyperparameters - -- **Training regime:** [More Information Needed] - -#### Speeds, Sizes, Times [optional] - - - -[More Information Needed] - -## Evaluation - - - -### Testing Data, Factors & Metrics - -#### Testing Data - - - -[More Information Needed] - -#### Factors - - - -[More Information Needed] - -#### Metrics - - - -[More Information Needed] - -### Results - -[More Information Needed] - -#### Summary - - - -## Model Examination [optional] - - - -[More Information Needed] - -## Environmental Impact - - - -Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). - -- **Hardware Type:** [More Information Needed] -- **Hours used:** [More Information Needed] -- **Cloud Provider:** [More Information Needed] -- **Compute Region:** [More Information Needed] -- **Carbon Emitted:** [More Information Needed] - -## Technical Specifications [optional] - -### Model Architecture and Objective - -[More Information Needed] - -### Compute Infrastructure - -[More Information Needed] - -#### Hardware - -[More Information Needed] - -#### Software - -[More Information Needed] - -## Citation [optional] - - - -**BibTeX:** - -[More Information Needed] - -**APA:** - -[More Information Needed] - -## Glossary [optional] - - - -[More Information Needed] - -## More Information [optional] - -[More Information Needed] - -## Model Card Authors [optional] - -[More Information Needed] - -## Model Card Contact - -[More Information Needed] \ No newline at end of file +Student: +``` +2024-05-20 16:29:12 - Student Performance: +2024-05-20 16:29:12 - EmbeddingSimilarityEvaluator: Evaluating the model on the sts-dev dataset: +2024-05-20 16:29:17 - Cosine-Similarity : Pearson: 0.8561 Spearman: 0.8597 +2024-05-20 16:29:17 - Manhattan-Distance: Pearson: 0.8569 Spearman: 0.8567 +2024-05-20 16:29:17 - Euclidean-Distance: Pearson: 0.8575 Spearman: 0.8571 +2024-05-20 16:29:17 - Dot-Product-Similarity: Pearson: 0.8624 Spearman: 0.8662 +``` \ No newline at end of file