--- model-index: - name: jasper_en_vision_language_v1 results: - dataset: config: en-ext name: MTEB AmazonCounterfactualClassification (en-ext) revision: e8379541af4e31359cca9fbcf4b00f2671dba205 split: test type: mteb/amazon_counterfactual metrics: - type: accuracy value: 95.7271 - type: f1 value: 89.25450000000001 - type: f1_weighted value: 95.8563 - type: ap value: 67.1563 - type: ap_weighted value: 67.1563 - type: main_score value: 95.7271 task: type: Classification - dataset: config: en name: MTEB AmazonCounterfactualClassification (en) revision: e8379541af4e31359cca9fbcf4b00f2671dba205 split: test type: mteb/amazon_counterfactual metrics: - type: accuracy value: 93.7761 - type: f1 value: 90.7582 - type: f1_weighted value: 93.974 - type: ap value: 74.88759999999999 - type: ap_weighted value: 74.88759999999999 - type: main_score value: 93.7761 task: type: Classification - dataset: config: default name: MTEB AmazonPolarityClassification (default) revision: e2d317d38cd51312af73b3d32a06d1a08b442046 split: test type: mteb/amazon_polarity metrics: - type: accuracy value: 97.5809 - type: f1 value: 97.5808 - type: f1_weighted value: 97.5808 - type: ap value: 96.3911 - type: ap_weighted value: 96.3911 - type: main_score value: 97.5809 task: type: Classification - dataset: config: en name: MTEB AmazonReviewsClassification (en) revision: 1399c76144fd37290681b995c656ef9b2e06e26d split: test type: mteb/amazon_reviews_multi metrics: - type: accuracy value: 62.918 - type: f1 value: 60.696099999999994 - type: f1_weighted value: 60.696099999999994 - type: main_score value: 62.918 task: type: Classification - dataset: config: default name: MTEB ArguAna (default) revision: c22ab2a51041ffd869aaddef7af8d8215647e41a split: test type: mteb/arguana metrics: - type: ndcg_at_1 value: 41.323 - type: ndcg_at_3 value: 56.737 - type: ndcg_at_5 value: 61.254 - type: ndcg_at_10 value: 65.204 - type: ndcg_at_20 value: 66.75 - type: ndcg_at_100 value: 67.254 - type: ndcg_at_1000 value: 67.254 - type: map_at_1 value: 41.323 - type: map_at_3 value: 52.881 - type: map_at_5 value: 55.373000000000005 - type: map_at_10 value: 57.013999999999996 - type: map_at_20 value: 57.457 - type: map_at_100 value: 57.538 - type: map_at_1000 value: 57.538 - type: recall_at_1 value: 41.323 - type: recall_at_3 value: 67.923 - type: recall_at_5 value: 78.947 - type: recall_at_10 value: 91.11 - type: recall_at_20 value: 97.084 - type: recall_at_100 value: 99.644 - type: recall_at_1000 value: 99.644 - type: precision_at_1 value: 41.323 - type: precision_at_3 value: 22.641 - type: precision_at_5 value: 15.789 - type: precision_at_10 value: 9.110999999999999 - type: precision_at_20 value: 4.854 - type: precision_at_100 value: 0.996 - type: precision_at_1000 value: 0.1 - type: mrr_at_1 value: 41.6785 - type: mrr_at_3 value: 52.963499999999996 - type: mrr_at_5 value: 55.456399999999995 - type: mrr_at_10 value: 57.104299999999995 - type: mrr_at_20 value: 57.5402 - type: mrr_at_100 value: 57.6213 - type: mrr_at_1000 value: 57.6213 - type: nauc_ndcg_at_1_max value: -12.633600000000001 - type: nauc_ndcg_at_1_std value: -19.747700000000002 - type: nauc_ndcg_at_1_diff1 value: 25.820300000000003 - type: nauc_ndcg_at_3_max value: -8.480799999999999 - type: nauc_ndcg_at_3_std value: -18.928900000000002 - type: nauc_ndcg_at_3_diff1 value: 19.409499999999998 - type: nauc_ndcg_at_5_max value: -7.9172 - type: nauc_ndcg_at_5_std value: -19.2306 - type: nauc_ndcg_at_5_diff1 value: 18.5809 - type: nauc_ndcg_at_10_max value: -9.7812 - type: nauc_ndcg_at_10_std value: -19.9964 - type: nauc_ndcg_at_10_diff1 value: 18.0753 - type: nauc_ndcg_at_20_max value: -8.6546 - type: nauc_ndcg_at_20_std value: -19.3205 - type: nauc_ndcg_at_20_diff1 value: 20.1741 - type: nauc_ndcg_at_100_max value: -9.376900000000001 - type: nauc_ndcg_at_100_std value: -19.5093 - type: nauc_ndcg_at_100_diff1 value: 20.4997 - type: nauc_ndcg_at_1000_max value: -9.376900000000001 - type: nauc_ndcg_at_1000_std value: -19.5093 - type: nauc_ndcg_at_1000_diff1 value: 20.4997 - type: nauc_map_at_1_max value: -12.633600000000001 - type: nauc_map_at_1_std value: -19.747700000000002 - type: nauc_map_at_1_diff1 value: 25.820300000000003 - type: nauc_map_at_3_max value: -9.5533 - type: nauc_map_at_3_std value: -19.3235 - type: nauc_map_at_3_diff1 value: 20.9083 - type: nauc_map_at_5_max value: -9.3126 - type: nauc_map_at_5_std value: -19.4593 - type: nauc_map_at_5_diff1 value: 20.5718 - type: nauc_map_at_10_max value: -10.0766 - type: nauc_map_at_10_std value: -19.8322 - type: nauc_map_at_10_diff1 value: 20.484099999999998 - type: nauc_map_at_20_max value: -9.7917 - type: nauc_map_at_20_std value: -19.6759 - type: nauc_map_at_20_diff1 value: 21.0095 - type: nauc_map_at_100_max value: -9.8837 - type: nauc_map_at_100_std value: -19.741400000000002 - type: nauc_map_at_100_diff1 value: 21.067700000000002 - type: nauc_map_at_1000_max value: -9.8837 - type: nauc_map_at_1000_std value: -19.741400000000002 - type: nauc_map_at_1000_diff1 value: 21.067700000000002 - type: nauc_recall_at_1_max value: -12.633600000000001 - type: nauc_recall_at_1_std value: -19.747700000000002 - type: nauc_recall_at_1_diff1 value: 25.820300000000003 - type: nauc_recall_at_3_max value: -4.7886999999999995 - type: nauc_recall_at_3_std value: -17.4764 - type: nauc_recall_at_3_diff1 value: 14.3308 - type: nauc_recall_at_5_max value: -1.4803 - type: nauc_recall_at_5_std value: -18.2137 - type: nauc_recall_at_5_diff1 value: 9.4604 - type: nauc_recall_at_10_max value: -8.8102 - type: nauc_recall_at_10_std value: -21.8279 - type: nauc_recall_at_10_diff1 value: -5.5388 - type: nauc_recall_at_20_max value: 25.202400000000004 - type: nauc_recall_at_20_std value: -4.8613 - type: nauc_recall_at_20_diff1 value: 9.3917 - type: nauc_recall_at_100_max value: 37.0551 - type: nauc_recall_at_100_std value: 84.5472 - type: nauc_recall_at_100_diff1 value: 19.5116 - type: nauc_recall_at_1000_max value: 37.0551 - type: nauc_recall_at_1000_std value: 84.5472 - type: nauc_recall_at_1000_diff1 value: 19.5116 - type: nauc_precision_at_1_max value: -12.633600000000001 - type: nauc_precision_at_1_std value: -19.747700000000002 - type: nauc_precision_at_1_diff1 value: 25.820300000000003 - type: nauc_precision_at_3_max value: -4.7886999999999995 - type: nauc_precision_at_3_std value: -17.4764 - type: nauc_precision_at_3_diff1 value: 14.3308 - type: nauc_precision_at_5_max value: -1.4803 - type: nauc_precision_at_5_std value: -18.2137 - type: nauc_precision_at_5_diff1 value: 9.4604 - type: nauc_precision_at_10_max value: -8.8102 - type: nauc_precision_at_10_std value: -21.8279 - type: nauc_precision_at_10_diff1 value: -5.5388 - type: nauc_precision_at_20_max value: 25.202400000000004 - type: nauc_precision_at_20_std value: -4.8613 - type: nauc_precision_at_20_diff1 value: 9.3917 - type: nauc_precision_at_100_max value: 37.0551 - type: nauc_precision_at_100_std value: 84.5472 - type: nauc_precision_at_100_diff1 value: 19.5116 - type: nauc_precision_at_1000_max value: 37.0551 - type: nauc_precision_at_1000_std value: 84.5472 - type: nauc_precision_at_1000_diff1 value: 19.5116 - type: nauc_mrr_at_1_max value: -11.9728 - type: nauc_mrr_at_1_std value: -19.4014 - type: nauc_mrr_at_1_diff1 value: 24.8653 - type: nauc_mrr_at_3_max value: -9.6607 - type: nauc_mrr_at_3_std value: -19.1819 - type: nauc_mrr_at_3_diff1 value: 20.0205 - type: nauc_mrr_at_5_max value: -9.4261 - type: nauc_mrr_at_5_std value: -19.3098 - type: nauc_mrr_at_5_diff1 value: 19.6347 - type: nauc_mrr_at_10_max value: -10.1698 - type: nauc_mrr_at_10_std value: -19.683 - type: nauc_mrr_at_10_diff1 value: 19.4823 - type: nauc_mrr_at_20_max value: -9.913 - type: nauc_mrr_at_20_std value: -19.517300000000002 - type: nauc_mrr_at_20_diff1 value: 20.0066 - type: nauc_mrr_at_100_max value: -10.0053 - type: nauc_mrr_at_100_std value: -19.5824 - type: nauc_mrr_at_100_diff1 value: 20.061899999999998 - type: nauc_mrr_at_1000_max value: -10.0053 - type: nauc_mrr_at_1000_std value: -19.5824 - type: nauc_mrr_at_1000_diff1 value: 20.061899999999998 - type: main_score value: 65.204 task: type: Retrieval - dataset: config: default name: MTEB ArxivClusteringP2P (default) revision: a122ad7f3f0291bf49cc6f4d32aa80929df69d5d split: test type: mteb/arxiv-clustering-p2p metrics: - type: v_measure value: 55.710300000000004 - type: v_measure_std value: 14.551900000000002 - type: main_score value: 55.710300000000004 task: type: Clustering - dataset: config: default name: MTEB ArxivClusteringS2S (default) revision: f910caf1a6075f7329cdf8c1a6135696f37dbd53 split: test type: mteb/arxiv-clustering-s2s metrics: - type: v_measure value: 51.004599999999996 - type: v_measure_std value: 14.868899999999998 - type: main_score value: 51.004599999999996 task: type: Clustering - dataset: config: default name: MTEB AskUbuntuDupQuestions (default) revision: 2000358ca161889fa9c082cb41daa8dcfb161a54 split: test type: mteb/askubuntudupquestions-reranking metrics: - type: map value: 67.38119999999999 - type: mrr value: 79.0692 - type: nAUC_map_max value: 21.9757 - type: nAUC_map_std value: 14.3545 - type: nAUC_map_diff1 value: 11.82 - type: nAUC_mrr_max value: 40.3449 - type: nAUC_mrr_std value: 18.2678 - type: nAUC_mrr_diff1 value: 21.1596 - type: main_score value: 67.38119999999999 task: type: Reranking - dataset: config: default name: MTEB BIOSSES (default) revision: d3fb88f8f02e40887cd149695127462bbcf29b4a split: test type: mteb/biosses-sts metrics: - type: pearson value: 87.4332 - type: spearman value: 84.65979999999999 - type: cosine_pearson value: 87.4332 - type: cosine_spearman value: 84.65979999999999 - type: manhattan_pearson value: 86.37270000000001 - type: manhattan_spearman value: 85.20309999999999 - type: euclidean_pearson value: 86.1672 - type: euclidean_spearman value: 84.7453 - type: main_score value: 84.65979999999999 task: type: STS - dataset: config: default name: MTEB Banking77Classification (default) revision: 0fd18e25b25c072e09e0d92ab615fda904d66300 split: test type: mteb/banking77 metrics: - type: accuracy value: 87.224 - type: f1 value: 86.7235 - type: f1_weighted value: 86.7235 - type: main_score value: 87.224 task: type: Classification - dataset: config: default name: MTEB BiorxivClusteringP2P (default) revision: 65b79d1d13f80053f67aca9498d9402c2d9f1f40 split: test type: mteb/biorxiv-clustering-p2p metrics: - type: v_measure value: 52.04990000000001 - type: v_measure_std value: 0.7255 - type: main_score value: 52.04990000000001 task: type: Clustering - dataset: config: default name: MTEB BiorxivClusteringS2S (default) revision: 258694dd0231531bc1fd9de6ceb52a0853c6d908 split: test type: mteb/biorxiv-clustering-s2s metrics: - type: v_measure value: 47.5811 - type: v_measure_std value: 0.8049000000000001 - type: main_score value: 47.5811 task: type: Clustering - dataset: config: default name: MTEB CQADupstackAndroidRetrieval (default) revision: f46a197baaae43b4f621051089b82a364682dfeb split: test type: mteb/cqadupstack-android metrics: - type: ndcg_at_1 value: 46.781 - type: ndcg_at_3 value: 52.111 - type: ndcg_at_5 value: 54.371 - type: ndcg_at_10 value: 57.247 - type: ndcg_at_20 value: 59.122 - type: ndcg_at_100 value: 62.071 - type: ndcg_at_1000 value: 63.32 - type: map_at_1 value: 37.2 - type: map_at_3 value: 46.005 - type: map_at_5 value: 48.32 - type: map_at_10 value: 50.181 - type: map_at_20 value: 51.062 - type: map_at_100 value: 51.735 - type: map_at_1000 value: 51.842 - type: recall_at_1 value: 37.2 - type: recall_at_3 value: 53.94 - type: recall_at_5 value: 60.88 - type: recall_at_10 value: 69.692 - type: recall_at_20 value: 76.711 - type: recall_at_100 value: 90.263 - type: recall_at_1000 value: 97.749 - type: precision_at_1 value: 46.781 - type: precision_at_3 value: 25.894000000000002 - type: precision_at_5 value: 18.541 - type: precision_at_10 value: 11.402 - type: precision_at_20 value: 6.567 - type: precision_at_100 value: 1.704 - type: precision_at_1000 value: 0.21 - type: mrr_at_1 value: 46.781099999999995 - type: mrr_at_3 value: 54.6257 - type: mrr_at_5 value: 56.0992 - type: mrr_at_10 value: 57.00769999999999 - type: mrr_at_20 value: 57.3576 - type: mrr_at_100 value: 57.6118 - type: mrr_at_1000 value: 57.6415 - type: nauc_ndcg_at_1_max value: 41.3069 - type: nauc_ndcg_at_1_std value: -3.9859999999999998 - type: nauc_ndcg_at_1_diff1 value: 56.355900000000005 - type: nauc_ndcg_at_3_max value: 40.354299999999995 - type: nauc_ndcg_at_3_std value: -1.4893 - type: nauc_ndcg_at_3_diff1 value: 51.473800000000004 - type: nauc_ndcg_at_5_max value: 39.2091 - type: nauc_ndcg_at_5_std value: -2.6139 - type: nauc_ndcg_at_5_diff1 value: 50.4382 - type: nauc_ndcg_at_10_max value: 37.8136 - type: nauc_ndcg_at_10_std value: -1.9053 - type: nauc_ndcg_at_10_diff1 value: 49.677 - type: nauc_ndcg_at_20_max value: 37.7571 - type: nauc_ndcg_at_20_std value: -1.0221 - type: nauc_ndcg_at_20_diff1 value: 49.6703 - type: nauc_ndcg_at_100_max value: 39.0419 - type: nauc_ndcg_at_100_std value: 0.5525 - type: nauc_ndcg_at_100_diff1 value: 50.8714 - type: nauc_ndcg_at_1000_max value: 39.4123 - type: nauc_ndcg_at_1000_std value: 0.2088 - type: nauc_ndcg_at_1000_diff1 value: 51.0321 - type: nauc_map_at_1_max value: 31.1237 - type: nauc_map_at_1_std value: -7.0686 - type: nauc_map_at_1_diff1 value: 55.28189999999999 - type: nauc_map_at_3_max value: 36.750899999999994 - type: nauc_map_at_3_std value: -4.502599999999999 - type: nauc_map_at_3_diff1 value: 52.64640000000001 - type: nauc_map_at_5_max value: 37.4208 - type: nauc_map_at_5_std value: -4.3387 - type: nauc_map_at_5_diff1 value: 51.8133 - type: nauc_map_at_10_max value: 37.4829 - type: nauc_map_at_10_std value: -3.3794999999999997 - type: nauc_map_at_10_diff1 value: 51.640299999999996 - type: nauc_map_at_20_max value: 37.7883 - type: nauc_map_at_20_std value: -2.9455999999999998 - type: nauc_map_at_20_diff1 value: 51.635299999999994 - type: nauc_map_at_100_max value: 38.1532 - type: nauc_map_at_100_std value: -2.513 - type: nauc_map_at_100_diff1 value: 51.8036 - type: nauc_map_at_1000_max value: 38.2036 - type: nauc_map_at_1000_std value: -2.5201000000000002 - type: nauc_map_at_1000_diff1 value: 51.807 - type: nauc_recall_at_1_max value: 31.1237 - type: nauc_recall_at_1_std value: -7.0686 - type: nauc_recall_at_1_diff1 value: 55.28189999999999 - type: nauc_recall_at_3_max value: 33.942899999999995 - type: nauc_recall_at_3_std value: -2.1842 - type: nauc_recall_at_3_diff1 value: 46.806 - type: nauc_recall_at_5_max value: 32.935199999999995 - type: nauc_recall_at_5_std value: -3.6494999999999997 - type: nauc_recall_at_5_diff1 value: 43.453599999999994 - type: nauc_recall_at_10_max value: 28.2544 - type: nauc_recall_at_10_std value: -1.1788 - type: nauc_recall_at_10_diff1 value: 38.8916 - type: nauc_recall_at_20_max value: 27.1235 - type: nauc_recall_at_20_std value: 2.8238 - type: nauc_recall_at_20_diff1 value: 36.9813 - type: nauc_recall_at_100_max value: 31.899300000000004 - type: nauc_recall_at_100_std value: 22.3521 - type: nauc_recall_at_100_diff1 value: 43.0867 - type: nauc_recall_at_1000_max value: 45.7236 - type: nauc_recall_at_1000_std value: 63.258199999999995 - type: nauc_recall_at_1000_diff1 value: 56.854499999999994 - type: nauc_precision_at_1_max value: 41.3069 - type: nauc_precision_at_1_std value: -3.9859999999999998 - type: nauc_precision_at_1_diff1 value: 56.355900000000005 - type: nauc_precision_at_3_max value: 39.6888 - type: nauc_precision_at_3_std value: 5.7427 - type: nauc_precision_at_3_diff1 value: 26.694699999999997 - type: nauc_precision_at_5_max value: 34.3509 - type: nauc_precision_at_5_std value: 7.3069999999999995 - type: nauc_precision_at_5_diff1 value: 15.4004 - type: nauc_precision_at_10_max value: 23.2221 - type: nauc_precision_at_10_std value: 10.559899999999999 - type: nauc_precision_at_10_diff1 value: 3.6925 - type: nauc_precision_at_20_max value: 17.9697 - type: nauc_precision_at_20_std value: 11.9127 - type: nauc_precision_at_20_diff1 value: -2.7178 - type: nauc_precision_at_100_max value: 11.8537 - type: nauc_precision_at_100_std value: 11.442 - type: nauc_precision_at_100_diff1 value: -11.2562 - type: nauc_precision_at_1000_max value: 5.7549 - type: nauc_precision_at_1000_std value: 0.40169999999999995 - type: nauc_precision_at_1000_diff1 value: -18.0644 - type: nauc_mrr_at_1_max value: 41.3069 - type: nauc_mrr_at_1_std value: -3.9859999999999998 - type: nauc_mrr_at_1_diff1 value: 56.355900000000005 - type: nauc_mrr_at_3_max value: 41.626200000000004 - type: nauc_mrr_at_3_std value: -0.7362 - type: nauc_mrr_at_3_diff1 value: 52.7305 - type: nauc_mrr_at_5_max value: 41.341499999999996 - type: nauc_mrr_at_5_std value: -1.113 - type: nauc_mrr_at_5_diff1 value: 52.159299999999995 - type: nauc_mrr_at_10_max value: 40.9696 - type: nauc_mrr_at_10_std value: -0.7545999999999999 - type: nauc_mrr_at_10_diff1 value: 51.9591 - type: nauc_mrr_at_20_max value: 41.0028 - type: nauc_mrr_at_20_std value: -0.5925 - type: nauc_mrr_at_20_diff1 value: 52.0497 - type: nauc_mrr_at_100_max value: 41.0447 - type: nauc_mrr_at_100_std value: -0.6299 - type: nauc_mrr_at_100_diff1 value: 52.2239 - type: nauc_mrr_at_1000_max value: 41.045 - type: nauc_mrr_at_1000_std value: -0.6354000000000001 - type: nauc_mrr_at_1000_diff1 value: 52.2368 - type: main_score value: 57.247 task: type: Retrieval - dataset: config: default name: MTEB CQADupstackEnglishRetrieval (default) revision: ad9991cb51e31e31e430383c75ffb2885547b5f0 split: test type: mteb/cqadupstack-english metrics: - type: ndcg_at_1 value: 46.497 - type: ndcg_at_3 value: 50.580999999999996 - type: ndcg_at_5 value: 52.159 - type: ndcg_at_10 value: 54.269999999999996 - type: ndcg_at_20 value: 56.001 - type: ndcg_at_100 value: 58.373 - type: ndcg_at_1000 value: 60.272000000000006 - type: map_at_1 value: 36.296 - type: map_at_3 value: 45.178000000000004 - type: map_at_5 value: 46.96 - type: map_at_10 value: 48.388999999999996 - type: map_at_20 value: 49.164 - type: map_at_100 value: 49.769000000000005 - type: map_at_1000 value: 49.906 - type: recall_at_1 value: 36.296 - type: recall_at_3 value: 51.505 - type: recall_at_5 value: 56.633 - type: recall_at_10 value: 63.519999999999996 - type: recall_at_20 value: 70.06099999999999 - type: recall_at_100 value: 80.783 - type: recall_at_1000 value: 92.396 - type: precision_at_1 value: 46.497 - type: precision_at_3 value: 25.032 - type: precision_at_5 value: 17.427 - type: precision_at_10 value: 10.433 - type: precision_at_20 value: 6.085999999999999 - type: precision_at_100 value: 1.606 - type: precision_at_1000 value: 0.20600000000000002 - type: mrr_at_1 value: 46.4968 - type: mrr_at_3 value: 52.9193 - type: mrr_at_5 value: 54.0117 - type: mrr_at_10 value: 54.815400000000004 - type: mrr_at_20 value: 55.2265 - type: mrr_at_100 value: 55.4713 - type: mrr_at_1000 value: 55.51239999999999 - type: nauc_ndcg_at_1_max value: 44.406400000000005 - type: nauc_ndcg_at_1_std value: -0.5542 - type: nauc_ndcg_at_1_diff1 value: 61.951 - type: nauc_ndcg_at_3_max value: 41.765 - type: nauc_ndcg_at_3_std value: -1.6297 - type: nauc_ndcg_at_3_diff1 value: 56.6064 - type: nauc_ndcg_at_5_max value: 41.2399 - type: nauc_ndcg_at_5_std value: -1.6739 - type: nauc_ndcg_at_5_diff1 value: 56.736 - type: nauc_ndcg_at_10_max value: 41.3525 - type: nauc_ndcg_at_10_std value: -1.0736 - type: nauc_ndcg_at_10_diff1 value: 56.619600000000005 - type: nauc_ndcg_at_20_max value: 40.950900000000004 - type: nauc_ndcg_at_20_std value: 0.2865 - type: nauc_ndcg_at_20_diff1 value: 56.09459999999999 - type: nauc_ndcg_at_100_max value: 41.4473 - type: nauc_ndcg_at_100_std value: 1.9026999999999998 - type: nauc_ndcg_at_100_diff1 value: 55.6213 - type: nauc_ndcg_at_1000_max value: 42.2036 - type: nauc_ndcg_at_1000_std value: 2.2438 - type: nauc_ndcg_at_1000_diff1 value: 55.9627 - type: nauc_map_at_1_max value: 32.782 - type: nauc_map_at_1_std value: -9.6273 - type: nauc_map_at_1_diff1 value: 61.260099999999994 - type: nauc_map_at_3_max value: 37.1299 - type: nauc_map_at_3_std value: -7.119300000000001 - type: nauc_map_at_3_diff1 value: 58.1535 - type: nauc_map_at_5_max value: 37.9225 - type: nauc_map_at_5_std value: -5.9012 - type: nauc_map_at_5_diff1 value: 57.781499999999994 - type: nauc_map_at_10_max value: 38.8891 - type: nauc_map_at_10_std value: -4.874499999999999 - type: nauc_map_at_10_diff1 value: 57.755500000000005 - type: nauc_map_at_20_max value: 39.3425 - type: nauc_map_at_20_std value: -3.794 - type: nauc_map_at_20_diff1 value: 57.513400000000004 - type: nauc_map_at_100_max value: 39.896 - type: nauc_map_at_100_std value: -2.9215 - type: nauc_map_at_100_diff1 value: 57.53549999999999 - type: nauc_map_at_1000_max value: 40.008300000000006 - type: nauc_map_at_1000_std value: -2.8195 - type: nauc_map_at_1000_diff1 value: 57.60150000000001 - type: nauc_recall_at_1_max value: 32.782 - type: nauc_recall_at_1_std value: -9.6273 - type: nauc_recall_at_1_diff1 value: 61.260099999999994 - type: nauc_recall_at_3_max value: 35.434599999999996 - type: nauc_recall_at_3_std value: -6.290800000000001 - type: nauc_recall_at_3_diff1 value: 52.7104 - type: nauc_recall_at_5_max value: 35.0165 - type: nauc_recall_at_5_std value: -3.9936 - type: nauc_recall_at_5_diff1 value: 51.3274 - type: nauc_recall_at_10_max value: 35.5228 - type: nauc_recall_at_10_std value: -1.5428000000000002 - type: nauc_recall_at_10_diff1 value: 49.479299999999995 - type: nauc_recall_at_20_max value: 33.7227 - type: nauc_recall_at_20_std value: 4.9009 - type: nauc_recall_at_20_diff1 value: 45.5752 - type: nauc_recall_at_100_max value: 35.9763 - type: nauc_recall_at_100_std value: 19.3131 - type: nauc_recall_at_100_diff1 value: 39.911 - type: nauc_recall_at_1000_max value: 46.325 - type: nauc_recall_at_1000_std value: 44.9506 - type: nauc_recall_at_1000_diff1 value: 33.457100000000004 - type: nauc_precision_at_1_max value: 44.406400000000005 - type: nauc_precision_at_1_std value: -0.5542 - type: nauc_precision_at_1_diff1 value: 61.951 - type: nauc_precision_at_3_max value: 37.5506 - type: nauc_precision_at_3_std value: 11.0345 - type: nauc_precision_at_3_diff1 value: 29.8222 - type: nauc_precision_at_5_max value: 35.2397 - type: nauc_precision_at_5_std value: 15.389800000000001 - type: nauc_precision_at_5_diff1 value: 21.4168 - type: nauc_precision_at_10_max value: 32.9495 - type: nauc_precision_at_10_std value: 21.513299999999997 - type: nauc_precision_at_10_diff1 value: 11.8737 - type: nauc_precision_at_20_max value: 29.1383 - type: nauc_precision_at_20_std value: 27.7364 - type: nauc_precision_at_20_diff1 value: 3.9266 - type: nauc_precision_at_100_max value: 25.405 - type: nauc_precision_at_100_std value: 32.3313 - type: nauc_precision_at_100_diff1 value: -3.4574000000000003 - type: nauc_precision_at_1000_max value: 19.0155 - type: nauc_precision_at_1000_std value: 28.895 - type: nauc_precision_at_1000_diff1 value: -8.5325 - type: nauc_mrr_at_1_max value: 44.406400000000005 - type: nauc_mrr_at_1_std value: -0.5542 - type: nauc_mrr_at_1_diff1 value: 61.951 - type: nauc_mrr_at_3_max value: 45.171499999999995 - type: nauc_mrr_at_3_std value: 1.3709 - type: nauc_mrr_at_3_diff1 value: 58.655199999999994 - type: nauc_mrr_at_5_max value: 44.770700000000005 - type: nauc_mrr_at_5_std value: 1.4206999999999999 - type: nauc_mrr_at_5_diff1 value: 58.5418 - type: nauc_mrr_at_10_max value: 44.6537 - type: nauc_mrr_at_10_std value: 1.6499 - type: nauc_mrr_at_10_diff1 value: 58.305099999999996 - type: nauc_mrr_at_20_max value: 44.5462 - type: nauc_mrr_at_20_std value: 1.8207 - type: nauc_mrr_at_20_diff1 value: 58.2175 - type: nauc_mrr_at_100_max value: 44.5707 - type: nauc_mrr_at_100_std value: 1.9595999999999998 - type: nauc_mrr_at_100_diff1 value: 58.1794 - type: nauc_mrr_at_1000_max value: 44.5849 - type: nauc_mrr_at_1000_std value: 1.9480999999999997 - type: nauc_mrr_at_1000_diff1 value: 58.1948 - type: main_score value: 54.269999999999996 task: type: Retrieval - dataset: config: default name: MTEB CQADupstackGamingRetrieval (default) revision: 4885aa143210c98657558c04aaf3dc47cfb54340 split: test type: mteb/cqadupstack-gaming metrics: - type: ndcg_at_1 value: 50.470000000000006 - type: ndcg_at_3 value: 57.473 - type: ndcg_at_5 value: 60.331999999999994 - type: ndcg_at_10 value: 63.253 - type: ndcg_at_20 value: 64.934 - type: ndcg_at_100 value: 66.893 - type: ndcg_at_1000 value: 67.635 - type: map_at_1 value: 43.495 - type: map_at_3 value: 53.501 - type: map_at_5 value: 55.591 - type: map_at_10 value: 57.143 - type: map_at_20 value: 57.772999999999996 - type: map_at_100 value: 58.144 - type: map_at_1000 value: 58.18299999999999 - type: recall_at_1 value: 43.495 - type: recall_at_3 value: 61.943000000000005 - type: recall_at_5 value: 69.06 - type: recall_at_10 value: 77.506 - type: recall_at_20 value: 83.718 - type: recall_at_100 value: 93.012 - type: recall_at_1000 value: 98.20100000000001 - type: precision_at_1 value: 50.470000000000006 - type: precision_at_3 value: 25.789 - type: precision_at_5 value: 17.718 - type: precision_at_10 value: 10.257 - type: precision_at_20 value: 5.652 - type: precision_at_100 value: 1.2930000000000001 - type: precision_at_1000 value: 0.13899999999999998 - type: mrr_at_1 value: 50.4702 - type: mrr_at_3 value: 58.4013 - type: mrr_at_5 value: 59.8495 - type: mrr_at_10 value: 60.83070000000001 - type: mrr_at_20 value: 61.2041 - type: mrr_at_100 value: 61.4112 - type: mrr_at_1000 value: 61.4322 - type: nauc_ndcg_at_1_max value: 44.8291 - type: nauc_ndcg_at_1_std value: -0.8412 - type: nauc_ndcg_at_1_diff1 value: 59.08560000000001 - type: nauc_ndcg_at_3_max value: 44.248 - type: nauc_ndcg_at_3_std value: -1.4833 - type: nauc_ndcg_at_3_diff1 value: 54.230599999999995 - type: nauc_ndcg_at_5_max value: 44.1923 - type: nauc_ndcg_at_5_std value: 0.4302 - type: nauc_ndcg_at_5_diff1 value: 53.488 - type: nauc_ndcg_at_10_max value: 44.6104 - type: nauc_ndcg_at_10_std value: 1.0661 - type: nauc_ndcg_at_10_diff1 value: 53.3798 - type: nauc_ndcg_at_20_max value: 44.9242 - type: nauc_ndcg_at_20_std value: 2.2277 - type: nauc_ndcg_at_20_diff1 value: 53.317400000000006 - type: nauc_ndcg_at_100_max value: 45.7183 - type: nauc_ndcg_at_100_std value: 2.5153 - type: nauc_ndcg_at_100_diff1 value: 53.9388 - type: nauc_ndcg_at_1000_max value: 45.6995 - type: nauc_ndcg_at_1000_std value: 2.1667 - type: nauc_ndcg_at_1000_diff1 value: 54.2102 - type: nauc_map_at_1_max value: 35.5633 - type: nauc_map_at_1_std value: -5.6190999999999995 - type: nauc_map_at_1_diff1 value: 60.361 - type: nauc_map_at_3_max value: 41.9146 - type: nauc_map_at_3_std value: -3.4212 - type: nauc_map_at_3_diff1 value: 56.016999999999996 - type: nauc_map_at_5_max value: 42.4117 - type: nauc_map_at_5_std value: -2.0291 - type: nauc_map_at_5_diff1 value: 55.3653 - type: nauc_map_at_10_max value: 43.1409 - type: nauc_map_at_10_std value: -1.4177 - type: nauc_map_at_10_diff1 value: 55.2121 - type: nauc_map_at_20_max value: 43.437799999999996 - type: nauc_map_at_20_std value: -0.8902 - type: nauc_map_at_20_diff1 value: 55.206999999999994 - type: nauc_map_at_100_max value: 43.6537 - type: nauc_map_at_100_std value: -0.7274 - type: nauc_map_at_100_diff1 value: 55.2408 - type: nauc_map_at_1000_max value: 43.6736 - type: nauc_map_at_1000_std value: -0.7106 - type: nauc_map_at_1000_diff1 value: 55.2524 - type: nauc_recall_at_1_max value: 35.5633 - type: nauc_recall_at_1_std value: -5.6190999999999995 - type: nauc_recall_at_1_diff1 value: 60.361 - type: nauc_recall_at_3_max value: 40.8742 - type: nauc_recall_at_3_std value: -2.5945 - type: nauc_recall_at_3_diff1 value: 49.3961 - type: nauc_recall_at_5_max value: 40.7505 - type: nauc_recall_at_5_std value: 3.3495 - type: nauc_recall_at_5_diff1 value: 45.7721 - type: nauc_recall_at_10_max value: 41.5818 - type: nauc_recall_at_10_std value: 6.7775 - type: nauc_recall_at_10_diff1 value: 43.3298 - type: nauc_recall_at_20_max value: 43.7288 - type: nauc_recall_at_20_std value: 16.328799999999998 - type: nauc_recall_at_20_diff1 value: 39.9662 - type: nauc_recall_at_100_max value: 55.63550000000001 - type: nauc_recall_at_100_std value: 34.4464 - type: nauc_recall_at_100_diff1 value: 39.980399999999996 - type: nauc_recall_at_1000_max value: 77.1968 - type: nauc_recall_at_1000_std value: 71.4214 - type: nauc_recall_at_1000_diff1 value: 38.244 - type: nauc_precision_at_1_max value: 44.8291 - type: nauc_precision_at_1_std value: -0.8412 - type: nauc_precision_at_1_diff1 value: 59.08560000000001 - type: nauc_precision_at_3_max value: 43.1877 - type: nauc_precision_at_3_std value: 7.6498 - type: nauc_precision_at_3_diff1 value: 27.5239 - type: nauc_precision_at_5_max value: 37.533899999999996 - type: nauc_precision_at_5_std value: 13.2708 - type: nauc_precision_at_5_diff1 value: 16.1311 - type: nauc_precision_at_10_max value: 33.2608 - type: nauc_precision_at_10_std value: 17.788899999999998 - type: nauc_precision_at_10_diff1 value: 5.1528 - type: nauc_precision_at_20_max value: 29.401 - type: nauc_precision_at_20_std value: 22.9012 - type: nauc_precision_at_20_diff1 value: -2.9066 - type: nauc_precision_at_100_max value: 23.2408 - type: nauc_precision_at_100_std value: 24.2959 - type: nauc_precision_at_100_diff1 value: -12.2627 - type: nauc_precision_at_1000_max value: 20.244300000000003 - type: nauc_precision_at_1000_std value: 25.682100000000002 - type: nauc_precision_at_1000_diff1 value: -16.4621 - type: nauc_mrr_at_1_max value: 44.8291 - type: nauc_mrr_at_1_std value: -0.8412 - type: nauc_mrr_at_1_diff1 value: 59.08560000000001 - type: nauc_mrr_at_3_max value: 45.9874 - type: nauc_mrr_at_3_std value: -0.4012 - type: nauc_mrr_at_3_diff1 value: 55.1381 - type: nauc_mrr_at_5_max value: 46.1061 - type: nauc_mrr_at_5_std value: 0.9194000000000001 - type: nauc_mrr_at_5_diff1 value: 54.799699999999994 - type: nauc_mrr_at_10_max value: 46.0658 - type: nauc_mrr_at_10_std value: 0.9317000000000001 - type: nauc_mrr_at_10_diff1 value: 54.918 - type: nauc_mrr_at_20_max value: 46.135999999999996 - type: nauc_mrr_at_20_std value: 1.1449 - type: nauc_mrr_at_20_diff1 value: 54.8537 - type: nauc_mrr_at_100_max value: 46.1801 - type: nauc_mrr_at_100_std value: 1.1052 - type: nauc_mrr_at_100_diff1 value: 54.9671 - type: nauc_mrr_at_1000_max value: 46.169399999999996 - type: nauc_mrr_at_1000_std value: 1.0886 - type: nauc_mrr_at_1000_diff1 value: 54.974500000000006 - type: main_score value: 63.253 task: type: Retrieval - dataset: config: default name: MTEB CQADupstackGisRetrieval (default) revision: 5003b3064772da1887988e05400cf3806fe491f2 split: test type: mteb/cqadupstack-gis metrics: - type: ndcg_at_1 value: 30.169 - type: ndcg_at_3 value: 38.712999999999994 - type: ndcg_at_5 value: 41.613 - type: ndcg_at_10 value: 44.721 - type: ndcg_at_20 value: 46.861999999999995 - type: ndcg_at_100 value: 49.725 - type: ndcg_at_1000 value: 51.321000000000005 - type: map_at_1 value: 27.534 - type: map_at_3 value: 35.543 - type: map_at_5 value: 37.289 - type: map_at_10 value: 38.7 - type: map_at_20 value: 39.338 - type: map_at_100 value: 39.785 - type: map_at_1000 value: 39.853 - type: recall_at_1 value: 27.534 - type: recall_at_3 value: 45.007999999999996 - type: recall_at_5 value: 51.888999999999996 - type: recall_at_10 value: 61.023 - type: recall_at_20 value: 69.053 - type: recall_at_100 value: 83.42399999999999 - type: recall_at_1000 value: 95.268 - type: precision_at_1 value: 30.169 - type: precision_at_3 value: 16.911 - type: precision_at_5 value: 11.932 - type: precision_at_10 value: 7.141 - type: precision_at_20 value: 4.079 - type: precision_at_100 value: 1.008 - type: precision_at_1000 value: 0.11800000000000001 - type: mrr_at_1 value: 30.1695 - type: mrr_at_3 value: 37.966100000000004 - type: mrr_at_5 value: 39.6158 - type: mrr_at_10 value: 40.8033 - type: mrr_at_20 value: 41.3435 - type: mrr_at_100 value: 41.7118 - type: mrr_at_1000 value: 41.7613 - type: nauc_ndcg_at_1_max value: 32.2399 - type: nauc_ndcg_at_1_std value: -1.8931 - type: nauc_ndcg_at_1_diff1 value: 47.5451 - type: nauc_ndcg_at_3_max value: 27.8837 - type: nauc_ndcg_at_3_std value: -5.9821 - type: nauc_ndcg_at_3_diff1 value: 39.014500000000005 - type: nauc_ndcg_at_5_max value: 27.631299999999996 - type: nauc_ndcg_at_5_std value: -5.3482 - type: nauc_ndcg_at_5_diff1 value: 38.4224 - type: nauc_ndcg_at_10_max value: 28.481499999999997 - type: nauc_ndcg_at_10_std value: -3.1228 - type: nauc_ndcg_at_10_diff1 value: 37.3671 - type: nauc_ndcg_at_20_max value: 30.317899999999998 - type: nauc_ndcg_at_20_std value: -1.5421 - type: nauc_ndcg_at_20_diff1 value: 36.929 - type: nauc_ndcg_at_100_max value: 30.622300000000003 - type: nauc_ndcg_at_100_std value: -1.1266 - type: nauc_ndcg_at_100_diff1 value: 37.844100000000005 - type: nauc_ndcg_at_1000_max value: 30.2567 - type: nauc_ndcg_at_1000_std value: -1.6924000000000001 - type: nauc_ndcg_at_1000_diff1 value: 38.3512 - type: nauc_map_at_1_max value: 28.498800000000003 - type: nauc_map_at_1_std value: -4.840400000000001 - type: nauc_map_at_1_diff1 value: 49.2647 - type: nauc_map_at_3_max value: 27.3679 - type: nauc_map_at_3_std value: -5.953399999999999 - type: nauc_map_at_3_diff1 value: 41.458800000000004 - type: nauc_map_at_5_max value: 27.501900000000003 - type: nauc_map_at_5_std value: -5.5226 - type: nauc_map_at_5_diff1 value: 41.2074 - type: nauc_map_at_10_max value: 28.1719 - type: nauc_map_at_10_std value: -4.3525 - type: nauc_map_at_10_diff1 value: 40.820299999999996 - type: nauc_map_at_20_max value: 28.67 - type: nauc_map_at_20_std value: -3.9206 - type: nauc_map_at_20_diff1 value: 40.7258 - type: nauc_map_at_100_max value: 28.765 - type: nauc_map_at_100_std value: -3.8413999999999997 - type: nauc_map_at_100_diff1 value: 40.876200000000004 - type: nauc_map_at_1000_max value: 28.7672 - type: nauc_map_at_1000_std value: -3.8369 - type: nauc_map_at_1000_diff1 value: 40.8998 - type: nauc_recall_at_1_max value: 28.498800000000003 - type: nauc_recall_at_1_std value: -4.840400000000001 - type: nauc_recall_at_1_diff1 value: 49.2647 - type: nauc_recall_at_3_max value: 24.6035 - type: nauc_recall_at_3_std value: -7.5891 - type: nauc_recall_at_3_diff1 value: 31.5757 - type: nauc_recall_at_5_max value: 24.369 - type: nauc_recall_at_5_std value: -6.1809 - type: nauc_recall_at_5_diff1 value: 29.604000000000003 - type: nauc_recall_at_10_max value: 26.289299999999997 - type: nauc_recall_at_10_std value: 0.3042 - type: nauc_recall_at_10_diff1 value: 25.5857 - type: nauc_recall_at_20_max value: 34.4737 - type: nauc_recall_at_20_std value: 7.437199999999999 - type: nauc_recall_at_20_diff1 value: 22.174599999999998 - type: nauc_recall_at_100_max value: 38.6347 - type: nauc_recall_at_100_std value: 16.145300000000002 - type: nauc_recall_at_100_diff1 value: 22.1917 - type: nauc_recall_at_1000_max value: 39.3542 - type: nauc_recall_at_1000_std value: 22.6306 - type: nauc_recall_at_1000_diff1 value: 12.8224 - type: nauc_precision_at_1_max value: 32.2399 - type: nauc_precision_at_1_std value: -1.8931 - type: nauc_precision_at_1_diff1 value: 47.5451 - type: nauc_precision_at_3_max value: 30.2123 - type: nauc_precision_at_3_std value: -3.3314999999999997 - type: nauc_precision_at_3_diff1 value: 27.9644 - type: nauc_precision_at_5_max value: 29.670800000000003 - type: nauc_precision_at_5_std value: -1.5582 - type: nauc_precision_at_5_diff1 value: 25.608399999999996 - type: nauc_precision_at_10_max value: 31.0615 - type: nauc_precision_at_10_std value: 6.0033 - type: nauc_precision_at_10_diff1 value: 18.8733 - type: nauc_precision_at_20_max value: 34.6328 - type: nauc_precision_at_20_std value: 13.439799999999998 - type: nauc_precision_at_20_diff1 value: 13.048599999999999 - type: nauc_precision_at_100_max value: 29.820200000000003 - type: nauc_precision_at_100_std value: 17.5458 - type: nauc_precision_at_100_diff1 value: 5.4185 - type: nauc_precision_at_1000_max value: 18.1553 - type: nauc_precision_at_1000_std value: 13.908999999999999 - type: nauc_precision_at_1000_diff1 value: -6.718300000000001 - type: nauc_mrr_at_1_max value: 32.2399 - type: nauc_mrr_at_1_std value: -1.8931 - type: nauc_mrr_at_1_diff1 value: 47.5451 - type: nauc_mrr_at_3_max value: 30.0502 - type: nauc_mrr_at_3_std value: -3.7917 - type: nauc_mrr_at_3_diff1 value: 40.4491 - type: nauc_mrr_at_5_max value: 29.9223 - type: nauc_mrr_at_5_std value: -3.7439 - type: nauc_mrr_at_5_diff1 value: 40.2078 - type: nauc_mrr_at_10_max value: 30.0837 - type: nauc_mrr_at_10_std value: -3.1279000000000003 - type: nauc_mrr_at_10_diff1 value: 39.8604 - type: nauc_mrr_at_20_max value: 30.586600000000004 - type: nauc_mrr_at_20_std value: -2.6394 - type: nauc_mrr_at_20_diff1 value: 39.7155 - type: nauc_mrr_at_100_max value: 30.6013 - type: nauc_mrr_at_100_std value: -2.6131 - type: nauc_mrr_at_100_diff1 value: 39.8572 - type: nauc_mrr_at_1000_max value: 30.588700000000003 - type: nauc_mrr_at_1000_std value: -2.6162 - type: nauc_mrr_at_1000_diff1 value: 39.8847 - type: main_score value: 44.721 task: type: Retrieval - dataset: config: default name: MTEB CQADupstackMathematicaRetrieval (default) revision: 90fceea13679c63fe563ded68f3b6f06e50061de split: test type: mteb/cqadupstack-mathematica metrics: - type: ndcg_at_1 value: 25.995 - type: ndcg_at_3 value: 31.527 - type: ndcg_at_5 value: 34.498 - type: ndcg_at_10 value: 37.421 - type: ndcg_at_20 value: 40.19 - type: ndcg_at_100 value: 43.662 - type: ndcg_at_1000 value: 46.04 - type: map_at_1 value: 20.624000000000002 - type: map_at_3 value: 27.714 - type: map_at_5 value: 29.746 - type: map_at_10 value: 31.156 - type: map_at_20 value: 32.018 - type: map_at_100 value: 32.647 - type: map_at_1000 value: 32.751999999999995 - type: recall_at_1 value: 20.624000000000002 - type: recall_at_3 value: 35.064 - type: recall_at_5 value: 42.561 - type: recall_at_10 value: 51.294 - type: recall_at_20 value: 61.35699999999999 - type: recall_at_100 value: 77.41 - type: recall_at_1000 value: 94.292 - type: precision_at_1 value: 25.995 - type: precision_at_3 value: 15.547 - type: precision_at_5 value: 11.616999999999999 - type: precision_at_10 value: 7.152 - type: precision_at_20 value: 4.335 - type: precision_at_100 value: 1.1769999999999998 - type: precision_at_1000 value: 0.149 - type: mrr_at_1 value: 25.995 - type: mrr_at_3 value: 33.354099999999995 - type: mrr_at_5 value: 35.1389 - type: mrr_at_10 value: 36.3085 - type: mrr_at_20 value: 36.9771 - type: mrr_at_100 value: 37.3263 - type: mrr_at_1000 value: 37.3819 - type: nauc_ndcg_at_1_max value: 16.8793 - type: nauc_ndcg_at_1_std value: 1.1622000000000001 - type: nauc_ndcg_at_1_diff1 value: 41.695 - type: nauc_ndcg_at_3_max value: 15.7033 - type: nauc_ndcg_at_3_std value: 1.6629999999999998 - type: nauc_ndcg_at_3_diff1 value: 36.4614 - type: nauc_ndcg_at_5_max value: 15.5037 - type: nauc_ndcg_at_5_std value: 2.9783 - type: nauc_ndcg_at_5_diff1 value: 35.1895 - type: nauc_ndcg_at_10_max value: 14.0983 - type: nauc_ndcg_at_10_std value: 3.2645 - type: nauc_ndcg_at_10_diff1 value: 34.6149 - type: nauc_ndcg_at_20_max value: 15.567400000000001 - type: nauc_ndcg_at_20_std value: 4.6046 - type: nauc_ndcg_at_20_diff1 value: 35.486200000000004 - type: nauc_ndcg_at_100_max value: 16.6548 - type: nauc_ndcg_at_100_std value: 6.6399 - type: nauc_ndcg_at_100_diff1 value: 35.268899999999995 - type: nauc_ndcg_at_1000_max value: 16.7889 - type: nauc_ndcg_at_1000_std value: 5.9258 - type: nauc_ndcg_at_1000_diff1 value: 36.0024 - type: nauc_map_at_1_max value: 13.874400000000001 - type: nauc_map_at_1_std value: 3.305 - type: nauc_map_at_1_diff1 value: 41.7572 - type: nauc_map_at_3_max value: 14.519699999999998 - type: nauc_map_at_3_std value: 2.3379 - type: nauc_map_at_3_diff1 value: 37.8774 - type: nauc_map_at_5_max value: 14.702399999999999 - type: nauc_map_at_5_std value: 2.7134 - type: nauc_map_at_5_diff1 value: 37.0712 - type: nauc_map_at_10_max value: 14.2346 - type: nauc_map_at_10_std value: 2.9902 - type: nauc_map_at_10_diff1 value: 36.7886 - type: nauc_map_at_20_max value: 14.7155 - type: nauc_map_at_20_std value: 3.4323 - type: nauc_map_at_20_diff1 value: 37.0342 - type: nauc_map_at_100_max value: 15.015600000000001 - type: nauc_map_at_100_std value: 3.8381 - type: nauc_map_at_100_diff1 value: 37.0107 - type: nauc_map_at_1000_max value: 15.020800000000001 - type: nauc_map_at_1000_std value: 3.8089999999999997 - type: nauc_map_at_1000_diff1 value: 37.0464 - type: nauc_recall_at_1_max value: 13.874400000000001 - type: nauc_recall_at_1_std value: 3.305 - type: nauc_recall_at_1_diff1 value: 41.7572 - type: nauc_recall_at_3_max value: 14.191 - type: nauc_recall_at_3_std value: 2.8631 - type: nauc_recall_at_3_diff1 value: 32.0865 - type: nauc_recall_at_5_max value: 13.8317 - type: nauc_recall_at_5_std value: 4.0751 - type: nauc_recall_at_5_diff1 value: 29.2578 - type: nauc_recall_at_10_max value: 9.8311 - type: nauc_recall_at_10_std value: 3.787 - type: nauc_recall_at_10_diff1 value: 27.0678 - type: nauc_recall_at_20_max value: 14.6648 - type: nauc_recall_at_20_std value: 8.6709 - type: nauc_recall_at_20_diff1 value: 28.928199999999997 - type: nauc_recall_at_100_max value: 20.9186 - type: nauc_recall_at_100_std value: 23.6257 - type: nauc_recall_at_100_diff1 value: 25.6988 - type: nauc_recall_at_1000_max value: 38.6366 - type: nauc_recall_at_1000_std value: 47.4022 - type: nauc_recall_at_1000_diff1 value: 29.6164 - type: nauc_precision_at_1_max value: 16.8793 - type: nauc_precision_at_1_std value: 1.1622000000000001 - type: nauc_precision_at_1_diff1 value: 41.695 - type: nauc_precision_at_3_max value: 19.1054 - type: nauc_precision_at_3_std value: -0.3239 - type: nauc_precision_at_3_diff1 value: 29.140700000000002 - type: nauc_precision_at_5_max value: 18.3369 - type: nauc_precision_at_5_std value: 2.2429 - type: nauc_precision_at_5_diff1 value: 23.5603 - type: nauc_precision_at_10_max value: 14.048 - type: nauc_precision_at_10_std value: 2.5635000000000003 - type: nauc_precision_at_10_diff1 value: 18.6389 - type: nauc_precision_at_20_max value: 15.1054 - type: nauc_precision_at_20_std value: 5.4473 - type: nauc_precision_at_20_diff1 value: 16.980999999999998 - type: nauc_precision_at_100_max value: 12.1794 - type: nauc_precision_at_100_std value: 7.657 - type: nauc_precision_at_100_diff1 value: 5.9291 - type: nauc_precision_at_1000_max value: 7.6541999999999994 - type: nauc_precision_at_1000_std value: -1.8911 - type: nauc_precision_at_1000_diff1 value: -0.042499999999999996 - type: nauc_mrr_at_1_max value: 16.8793 - type: nauc_mrr_at_1_std value: 1.1622000000000001 - type: nauc_mrr_at_1_diff1 value: 41.695 - type: nauc_mrr_at_3_max value: 16.8712 - type: nauc_mrr_at_3_std value: 1.9463000000000001 - type: nauc_mrr_at_3_diff1 value: 36.6252 - type: nauc_mrr_at_5_max value: 16.9044 - type: nauc_mrr_at_5_std value: 2.4106 - type: nauc_mrr_at_5_diff1 value: 36.2224 - type: nauc_mrr_at_10_max value: 16.4922 - type: nauc_mrr_at_10_std value: 2.0573 - type: nauc_mrr_at_10_diff1 value: 36.4031 - type: nauc_mrr_at_20_max value: 16.9114 - type: nauc_mrr_at_20_std value: 2.3496 - type: nauc_mrr_at_20_diff1 value: 36.592999999999996 - type: nauc_mrr_at_100_max value: 16.9761 - type: nauc_mrr_at_100_std value: 2.6144 - type: nauc_mrr_at_100_diff1 value: 36.5791 - type: nauc_mrr_at_1000_max value: 16.97 - type: nauc_mrr_at_1000_std value: 2.6048999999999998 - type: nauc_mrr_at_1000_diff1 value: 36.5997 - type: main_score value: 37.421 task: type: Retrieval - dataset: config: default name: MTEB CQADupstackPhysicsRetrieval (default) revision: 79531abbd1fb92d06c6d6315a0cbbbf5bb247ea4 split: test type: mteb/cqadupstack-physics metrics: - type: ndcg_at_1 value: 43.118 - type: ndcg_at_3 value: 49.36 - type: ndcg_at_5 value: 52.339 - type: ndcg_at_10 value: 55.001 - type: ndcg_at_20 value: 57.08 - type: ndcg_at_100 value: 60.156 - type: ndcg_at_1000 value: 61.409000000000006 - type: map_at_1 value: 34.422999999999995 - type: map_at_3 value: 44.241 - type: map_at_5 value: 46.639 - type: map_at_10 value: 48.187999999999995 - type: map_at_20 value: 48.943999999999996 - type: map_at_100 value: 49.589 - type: map_at_1000 value: 49.683 - type: recall_at_1 value: 34.422999999999995 - type: recall_at_3 value: 53.005 - type: recall_at_5 value: 60.787 - type: recall_at_10 value: 68.947 - type: recall_at_20 value: 76.11099999999999 - type: recall_at_100 value: 90.093 - type: recall_at_1000 value: 97.616 - type: precision_at_1 value: 43.118 - type: precision_at_3 value: 24.03 - type: precision_at_5 value: 17.267 - type: precision_at_10 value: 10.221 - type: precision_at_20 value: 5.89 - type: precision_at_100 value: 1.503 - type: precision_at_1000 value: 0.178 - type: mrr_at_1 value: 43.1184 - type: mrr_at_3 value: 51.4277 - type: mrr_at_5 value: 53.054199999999994 - type: mrr_at_10 value: 54.0983 - type: mrr_at_20 value: 54.548300000000005 - type: mrr_at_100 value: 54.8195 - type: mrr_at_1000 value: 54.8432 - type: nauc_ndcg_at_1_max value: 40.0497 - type: nauc_ndcg_at_1_std value: -2.9893 - type: nauc_ndcg_at_1_diff1 value: 52.6498 - type: nauc_ndcg_at_3_max value: 35.5227 - type: nauc_ndcg_at_3_std value: -1.754 - type: nauc_ndcg_at_3_diff1 value: 47.9744 - type: nauc_ndcg_at_5_max value: 36.2245 - type: nauc_ndcg_at_5_std value: -1.2267000000000001 - type: nauc_ndcg_at_5_diff1 value: 47.6131 - type: nauc_ndcg_at_10_max value: 36.8382 - type: nauc_ndcg_at_10_std value: 0.0044 - type: nauc_ndcg_at_10_diff1 value: 48.5768 - type: nauc_ndcg_at_20_max value: 36.5259 - type: nauc_ndcg_at_20_std value: 0.6298 - type: nauc_ndcg_at_20_diff1 value: 48.3686 - type: nauc_ndcg_at_100_max value: 37.8334 - type: nauc_ndcg_at_100_std value: 1.4694 - type: nauc_ndcg_at_100_diff1 value: 48.629 - type: nauc_ndcg_at_1000_max value: 38.1066 - type: nauc_ndcg_at_1000_std value: 1.2034 - type: nauc_ndcg_at_1000_diff1 value: 48.7834 - type: nauc_map_at_1_max value: 31.5692 - type: nauc_map_at_1_std value: -5.4256 - type: nauc_map_at_1_diff1 value: 53.0706 - type: nauc_map_at_3_max value: 33.3182 - type: nauc_map_at_3_std value: -3.4004 - type: nauc_map_at_3_diff1 value: 49.742799999999995 - type: nauc_map_at_5_max value: 34.745 - type: nauc_map_at_5_std value: -2.6823 - type: nauc_map_at_5_diff1 value: 49.3108 - type: nauc_map_at_10_max value: 35.6475 - type: nauc_map_at_10_std value: -1.7001 - type: nauc_map_at_10_diff1 value: 49.7542 - type: nauc_map_at_20_max value: 35.6477 - type: nauc_map_at_20_std value: -1.4723 - type: nauc_map_at_20_diff1 value: 49.6954 - type: nauc_map_at_100_max value: 35.9688 - type: nauc_map_at_100_std value: -1.2590999999999999 - type: nauc_map_at_100_diff1 value: 49.661 - type: nauc_map_at_1000_max value: 35.9962 - type: nauc_map_at_1000_std value: -1.2567 - type: nauc_map_at_1000_diff1 value: 49.6742 - type: nauc_recall_at_1_max value: 31.5692 - type: nauc_recall_at_1_std value: -5.4256 - type: nauc_recall_at_1_diff1 value: 53.0706 - type: nauc_recall_at_3_max value: 30.078500000000002 - type: nauc_recall_at_3_std value: -1.6661 - type: nauc_recall_at_3_diff1 value: 43.605199999999996 - type: nauc_recall_at_5_max value: 32.1419 - type: nauc_recall_at_5_std value: -0.0245 - type: nauc_recall_at_5_diff1 value: 41.667100000000005 - type: nauc_recall_at_10_max value: 33.3931 - type: nauc_recall_at_10_std value: 4.3266 - type: nauc_recall_at_10_diff1 value: 43.1197 - type: nauc_recall_at_20_max value: 29.959799999999998 - type: nauc_recall_at_20_std value: 7.4322 - type: nauc_recall_at_20_diff1 value: 40.589999999999996 - type: nauc_recall_at_100_max value: 35.565200000000004 - type: nauc_recall_at_100_std value: 20.2683 - type: nauc_recall_at_100_diff1 value: 38.6228 - type: nauc_recall_at_1000_max value: 57.227 - type: nauc_recall_at_1000_std value: 45.2524 - type: nauc_recall_at_1000_diff1 value: 34.657700000000006 - type: nauc_precision_at_1_max value: 40.0497 - type: nauc_precision_at_1_std value: -2.9893 - type: nauc_precision_at_1_diff1 value: 52.6498 - type: nauc_precision_at_3_max value: 33.8853 - type: nauc_precision_at_3_std value: 5.0939 - type: nauc_precision_at_3_diff1 value: 27.423199999999998 - type: nauc_precision_at_5_max value: 31.651 - type: nauc_precision_at_5_std value: 7.5684000000000005 - type: nauc_precision_at_5_diff1 value: 17.874100000000002 - type: nauc_precision_at_10_max value: 29.8653 - type: nauc_precision_at_10_std value: 12.945699999999999 - type: nauc_precision_at_10_diff1 value: 11.091800000000001 - type: nauc_precision_at_20_max value: 22.145300000000002 - type: nauc_precision_at_20_std value: 14.2574 - type: nauc_precision_at_20_diff1 value: 2.8937999999999997 - type: nauc_precision_at_100_max value: 13.1369 - type: nauc_precision_at_100_std value: 14.579600000000001 - type: nauc_precision_at_100_diff1 value: -9.4206 - type: nauc_precision_at_1000_max value: 3.6643000000000003 - type: nauc_precision_at_1000_std value: 10.0171 - type: nauc_precision_at_1000_diff1 value: -14.5572 - type: nauc_mrr_at_1_max value: 40.0497 - type: nauc_mrr_at_1_std value: -2.9893 - type: nauc_mrr_at_1_diff1 value: 52.6498 - type: nauc_mrr_at_3_max value: 39.2932 - type: nauc_mrr_at_3_std value: -1.2786 - type: nauc_mrr_at_3_diff1 value: 48.8373 - type: nauc_mrr_at_5_max value: 39.495999999999995 - type: nauc_mrr_at_5_std value: -1.0756 - type: nauc_mrr_at_5_diff1 value: 48.6192 - type: nauc_mrr_at_10_max value: 39.617200000000004 - type: nauc_mrr_at_10_std value: -0.5789 - type: nauc_mrr_at_10_diff1 value: 49.0029 - type: nauc_mrr_at_20_max value: 39.5561 - type: nauc_mrr_at_20_std value: -0.5488 - type: nauc_mrr_at_20_diff1 value: 48.9423 - type: nauc_mrr_at_100_max value: 39.5619 - type: nauc_mrr_at_100_std value: -0.6031 - type: nauc_mrr_at_100_diff1 value: 49.0095 - type: nauc_mrr_at_1000_max value: 39.5703 - type: nauc_mrr_at_1000_std value: -0.618 - type: nauc_mrr_at_1000_diff1 value: 49.0181 - type: main_score value: 55.001 task: type: Retrieval - dataset: config: default name: MTEB CQADupstackProgrammersRetrieval (default) revision: 6184bc1440d2dbc7612be22b50686b8826d22b32 split: test type: mteb/cqadupstack-programmers metrics: - type: ndcg_at_1 value: 40.068 - type: ndcg_at_3 value: 44.096999999999994 - type: ndcg_at_5 value: 47.516999999999996 - type: ndcg_at_10 value: 50.446999999999996 - type: ndcg_at_20 value: 52.519000000000005 - type: ndcg_at_100 value: 55.833999999999996 - type: ndcg_at_1000 value: 57.43000000000001 - type: map_at_1 value: 31.428 - type: map_at_3 value: 39.353 - type: map_at_5 value: 42.094 - type: map_at_10 value: 43.725 - type: map_at_20 value: 44.471 - type: map_at_100 value: 45.117000000000004 - type: map_at_1000 value: 45.211 - type: recall_at_1 value: 31.428 - type: recall_at_3 value: 46.575 - type: recall_at_5 value: 55.515 - type: recall_at_10 value: 64.13799999999999 - type: recall_at_20 value: 71.279 - type: recall_at_100 value: 86.762 - type: recall_at_1000 value: 97.09100000000001 - type: precision_at_1 value: 40.068 - type: precision_at_3 value: 21.195 - type: precision_at_5 value: 15.822 - type: precision_at_10 value: 9.521 - type: precision_at_20 value: 5.497 - type: precision_at_100 value: 1.402 - type: precision_at_1000 value: 0.16999999999999998 - type: mrr_at_1 value: 40.0685 - type: mrr_at_3 value: 47.0129 - type: mrr_at_5 value: 48.856500000000004 - type: mrr_at_10 value: 49.9012 - type: mrr_at_20 value: 50.3737 - type: mrr_at_100 value: 50.7177 - type: mrr_at_1000 value: 50.756299999999996 - type: nauc_ndcg_at_1_max value: 48.9094 - type: nauc_ndcg_at_1_std value: 2.946 - type: nauc_ndcg_at_1_diff1 value: 50.792899999999996 - type: nauc_ndcg_at_3_max value: 44.0954 - type: nauc_ndcg_at_3_std value: 4.5854 - type: nauc_ndcg_at_3_diff1 value: 44.4164 - type: nauc_ndcg_at_5_max value: 44.8318 - type: nauc_ndcg_at_5_std value: 6.72 - type: nauc_ndcg_at_5_diff1 value: 44.5299 - type: nauc_ndcg_at_10_max value: 45.9722 - type: nauc_ndcg_at_10_std value: 7.829 - type: nauc_ndcg_at_10_diff1 value: 43.7881 - type: nauc_ndcg_at_20_max value: 46.2939 - type: nauc_ndcg_at_20_std value: 8.7342 - type: nauc_ndcg_at_20_diff1 value: 44.252900000000004 - type: nauc_ndcg_at_100_max value: 46.6306 - type: nauc_ndcg_at_100_std value: 9.4862 - type: nauc_ndcg_at_100_diff1 value: 44.168099999999995 - type: nauc_ndcg_at_1000_max value: 46.679500000000004 - type: nauc_ndcg_at_1000_std value: 8.5999 - type: nauc_ndcg_at_1000_diff1 value: 44.654500000000006 - type: nauc_map_at_1_max value: 41.802499999999995 - type: nauc_map_at_1_std value: -1.5448 - type: nauc_map_at_1_diff1 value: 51.3189 - type: nauc_map_at_3_max value: 42.2779 - type: nauc_map_at_3_std value: 2.4886 - type: nauc_map_at_3_diff1 value: 45.8305 - type: nauc_map_at_5_max value: 43.6601 - type: nauc_map_at_5_std value: 4.7118 - type: nauc_map_at_5_diff1 value: 45.8307 - type: nauc_map_at_10_max value: 44.725300000000004 - type: nauc_map_at_10_std value: 5.578799999999999 - type: nauc_map_at_10_diff1 value: 45.5339 - type: nauc_map_at_20_max value: 44.979 - type: nauc_map_at_20_std value: 5.9147 - type: nauc_map_at_20_diff1 value: 45.6175 - type: nauc_map_at_100_max value: 45.202799999999996 - type: nauc_map_at_100_std value: 6.1206000000000005 - type: nauc_map_at_100_diff1 value: 45.692899999999995 - type: nauc_map_at_1000_max value: 45.2034 - type: nauc_map_at_1000_std value: 6.097 - type: nauc_map_at_1000_diff1 value: 45.7149 - type: nauc_recall_at_1_max value: 41.802499999999995 - type: nauc_recall_at_1_std value: -1.5448 - type: nauc_recall_at_1_diff1 value: 51.3189 - type: nauc_recall_at_3_max value: 38.0537 - type: nauc_recall_at_3_std value: 4.067 - type: nauc_recall_at_3_diff1 value: 38.8726 - type: nauc_recall_at_5_max value: 39.3573 - type: nauc_recall_at_5_std value: 9.5685 - type: nauc_recall_at_5_diff1 value: 37.5925 - type: nauc_recall_at_10_max value: 42.2936 - type: nauc_recall_at_10_std value: 13.8155 - type: nauc_recall_at_10_diff1 value: 34.5176 - type: nauc_recall_at_20_max value: 43.5257 - type: nauc_recall_at_20_std value: 19.2427 - type: nauc_recall_at_20_diff1 value: 35.8971 - type: nauc_recall_at_100_max value: 44.2485 - type: nauc_recall_at_100_std value: 34.4593 - type: nauc_recall_at_100_diff1 value: 30.2192 - type: nauc_recall_at_1000_max value: 56.7136 - type: nauc_recall_at_1000_std value: 61.5111 - type: nauc_recall_at_1000_diff1 value: 32.9767 - type: nauc_precision_at_1_max value: 48.9094 - type: nauc_precision_at_1_std value: 2.946 - type: nauc_precision_at_1_diff1 value: 50.792899999999996 - type: nauc_precision_at_3_max value: 42.5079 - type: nauc_precision_at_3_std value: 12.2541 - type: nauc_precision_at_3_diff1 value: 28.8997 - type: nauc_precision_at_5_max value: 38.399699999999996 - type: nauc_precision_at_5_std value: 17.0376 - type: nauc_precision_at_5_diff1 value: 21.3869 - type: nauc_precision_at_10_max value: 34.8194 - type: nauc_precision_at_10_std value: 18.3221 - type: nauc_precision_at_10_diff1 value: 12.9642 - type: nauc_precision_at_20_max value: 28.1161 - type: nauc_precision_at_20_std value: 17.7852 - type: nauc_precision_at_20_diff1 value: 7.283199999999999 - type: nauc_precision_at_100_max value: 15.3001 - type: nauc_precision_at_100_std value: 12.8588 - type: nauc_precision_at_100_diff1 value: -3.2960000000000003 - type: nauc_precision_at_1000_max value: 1.5663 - type: nauc_precision_at_1000_std value: 1.7748 - type: nauc_precision_at_1000_diff1 value: -8.8656 - type: nauc_mrr_at_1_max value: 48.9094 - type: nauc_mrr_at_1_std value: 2.946 - type: nauc_mrr_at_1_diff1 value: 50.792899999999996 - type: nauc_mrr_at_3_max value: 47.6835 - type: nauc_mrr_at_3_std value: 5.3593 - type: nauc_mrr_at_3_diff1 value: 46.109 - type: nauc_mrr_at_5_max value: 47.570299999999996 - type: nauc_mrr_at_5_std value: 5.777299999999999 - type: nauc_mrr_at_5_diff1 value: 45.8975 - type: nauc_mrr_at_10_max value: 47.7796 - type: nauc_mrr_at_10_std value: 6.0919 - type: nauc_mrr_at_10_diff1 value: 45.593 - type: nauc_mrr_at_20_max value: 47.783 - type: nauc_mrr_at_20_std value: 6.1481 - type: nauc_mrr_at_20_diff1 value: 45.818999999999996 - type: nauc_mrr_at_100_max value: 47.7483 - type: nauc_mrr_at_100_std value: 6.1742 - type: nauc_mrr_at_100_diff1 value: 45.8742 - type: nauc_mrr_at_1000_max value: 47.7586 - type: nauc_mrr_at_1000_std value: 6.1544 - type: nauc_mrr_at_1000_diff1 value: 45.894 - type: main_score value: 50.446999999999996 task: type: Retrieval - dataset: config: default name: MTEB CQADupstackRetrieval (default) revision: CQADupstackRetrieval_is_a_combined_dataset split: test type: CQADupstackRetrieval_is_a_combined_dataset metrics: - type: main_score value: 47.938333333333325 - type: ndcg_at_10 value: 47.938333333333325 task: type: Retrieval - dataset: config: default name: MTEB CQADupstackStatsRetrieval (default) revision: 65ac3a16b8e91f9cee4c9828cc7c335575432a2a split: test type: mteb/cqadupstack-stats metrics: - type: ndcg_at_1 value: 32.362 - type: ndcg_at_3 value: 36.498000000000005 - type: ndcg_at_5 value: 38.729 - type: ndcg_at_10 value: 41.567 - type: ndcg_at_20 value: 43.247 - type: ndcg_at_100 value: 46.714 - type: ndcg_at_1000 value: 48.858000000000004 - type: map_at_1 value: 28.124 - type: map_at_3 value: 33.67 - type: map_at_5 value: 35.15 - type: map_at_10 value: 36.481 - type: map_at_20 value: 36.998 - type: map_at_100 value: 37.564 - type: map_at_1000 value: 37.651 - type: recall_at_1 value: 28.124 - type: recall_at_3 value: 39.623999999999995 - type: recall_at_5 value: 45.373999999999995 - type: recall_at_10 value: 53.761 - type: recall_at_20 value: 60.141999999999996 - type: recall_at_100 value: 77.145 - type: recall_at_1000 value: 92.809 - type: precision_at_1 value: 32.362 - type: precision_at_3 value: 15.745999999999999 - type: precision_at_5 value: 10.951 - type: precision_at_10 value: 6.718 - type: precision_at_20 value: 3.781 - type: precision_at_100 value: 1.011 - type: precision_at_1000 value: 0.126 - type: mrr_at_1 value: 32.362 - type: mrr_at_3 value: 37.5256 - type: mrr_at_5 value: 38.813900000000004 - type: mrr_at_10 value: 39.9955 - type: mrr_at_20 value: 40.4099 - type: mrr_at_100 value: 40.8508 - type: mrr_at_1000 value: 40.9125 - type: nauc_ndcg_at_1_max value: 45.6295 - type: nauc_ndcg_at_1_std value: -0.9893000000000001 - type: nauc_ndcg_at_1_diff1 value: 60.5302 - type: nauc_ndcg_at_3_max value: 46.4109 - type: nauc_ndcg_at_3_std value: 1.2275 - type: nauc_ndcg_at_3_diff1 value: 55.38999999999999 - type: nauc_ndcg_at_5_max value: 44.9415 - type: nauc_ndcg_at_5_std value: 1.221 - type: nauc_ndcg_at_5_diff1 value: 53.0919 - type: nauc_ndcg_at_10_max value: 44.3985 - type: nauc_ndcg_at_10_std value: 3.0568999999999997 - type: nauc_ndcg_at_10_diff1 value: 52.9713 - type: nauc_ndcg_at_20_max value: 43.802400000000006 - type: nauc_ndcg_at_20_std value: 3.5957000000000003 - type: nauc_ndcg_at_20_diff1 value: 51.765499999999996 - type: nauc_ndcg_at_100_max value: 45.0729 - type: nauc_ndcg_at_100_std value: 4.8267 - type: nauc_ndcg_at_100_diff1 value: 51.7238 - type: nauc_ndcg_at_1000_max value: 45.4394 - type: nauc_ndcg_at_1000_std value: 4.9554 - type: nauc_ndcg_at_1000_diff1 value: 52.7547 - type: nauc_map_at_1_max value: 41.9895 - type: nauc_map_at_1_std value: -3.7581999999999995 - type: nauc_map_at_1_diff1 value: 60.44310000000001 - type: nauc_map_at_3_max value: 45.1699 - type: nauc_map_at_3_std value: -0.23839999999999997 - type: nauc_map_at_3_diff1 value: 56.36600000000001 - type: nauc_map_at_5_max value: 44.6674 - type: nauc_map_at_5_std value: 0.2771 - type: nauc_map_at_5_diff1 value: 55.1832 - type: nauc_map_at_10_max value: 44.5561 - type: nauc_map_at_10_std value: 1.1383 - type: nauc_map_at_10_diff1 value: 55.199 - type: nauc_map_at_20_max value: 44.426100000000005 - type: nauc_map_at_20_std value: 1.2463 - type: nauc_map_at_20_diff1 value: 54.8601 - type: nauc_map_at_100_max value: 44.6656 - type: nauc_map_at_100_std value: 1.4344000000000001 - type: nauc_map_at_100_diff1 value: 54.8404 - type: nauc_map_at_1000_max value: 44.6885 - type: nauc_map_at_1000_std value: 1.4637 - type: nauc_map_at_1000_diff1 value: 54.879 - type: nauc_recall_at_1_max value: 41.9895 - type: nauc_recall_at_1_std value: -3.7581999999999995 - type: nauc_recall_at_1_diff1 value: 60.44310000000001 - type: nauc_recall_at_3_max value: 44.267 - type: nauc_recall_at_3_std value: 1.9900999999999998 - type: nauc_recall_at_3_diff1 value: 50.2301 - type: nauc_recall_at_5_max value: 41.025800000000004 - type: nauc_recall_at_5_std value: 1.7608 - type: nauc_recall_at_5_diff1 value: 44.4415 - type: nauc_recall_at_10_max value: 39.1839 - type: nauc_recall_at_10_std value: 7.1819 - type: nauc_recall_at_10_diff1 value: 43.2659 - type: nauc_recall_at_20_max value: 35.619099999999996 - type: nauc_recall_at_20_std value: 9.3642 - type: nauc_recall_at_20_diff1 value: 37.6444 - type: nauc_recall_at_100_max value: 41.6917 - type: nauc_recall_at_100_std value: 21.5639 - type: nauc_recall_at_100_diff1 value: 31.6295 - type: nauc_recall_at_1000_max value: 48.0423 - type: nauc_recall_at_1000_std value: 54.2675 - type: nauc_recall_at_1000_diff1 value: 29.726399999999998 - type: nauc_precision_at_1_max value: 45.6295 - type: nauc_precision_at_1_std value: -0.9893000000000001 - type: nauc_precision_at_1_diff1 value: 60.5302 - type: nauc_precision_at_3_max value: 49.6365 - type: nauc_precision_at_3_std value: 7.6746 - type: nauc_precision_at_3_diff1 value: 48.4452 - type: nauc_precision_at_5_max value: 45.906400000000005 - type: nauc_precision_at_5_std value: 10.616399999999999 - type: nauc_precision_at_5_diff1 value: 41.393299999999996 - type: nauc_precision_at_10_max value: 40.9508 - type: nauc_precision_at_10_std value: 14.360100000000001 - type: nauc_precision_at_10_diff1 value: 35.6927 - type: nauc_precision_at_20_max value: 36.5696 - type: nauc_precision_at_20_std value: 15.232499999999998 - type: nauc_precision_at_20_diff1 value: 28.5742 - type: nauc_precision_at_100_max value: 29.4906 - type: nauc_precision_at_100_std value: 18.8562 - type: nauc_precision_at_100_diff1 value: 14.689 - type: nauc_precision_at_1000_max value: 16.2971 - type: nauc_precision_at_1000_std value: 14.349 - type: nauc_precision_at_1000_diff1 value: 4.972300000000001 - type: nauc_mrr_at_1_max value: 45.6295 - type: nauc_mrr_at_1_std value: -0.9893000000000001 - type: nauc_mrr_at_1_diff1 value: 60.5302 - type: nauc_mrr_at_3_max value: 47.340900000000005 - type: nauc_mrr_at_3_std value: 1.9640000000000002 - type: nauc_mrr_at_3_diff1 value: 56.7908 - type: nauc_mrr_at_5_max value: 46.8151 - type: nauc_mrr_at_5_std value: 2.0004 - type: nauc_mrr_at_5_diff1 value: 55.49230000000001 - type: nauc_mrr_at_10_max value: 46.5702 - type: nauc_mrr_at_10_std value: 2.5755 - type: nauc_mrr_at_10_diff1 value: 55.3437 - type: nauc_mrr_at_20_max value: 46.3775 - type: nauc_mrr_at_20_std value: 2.7186 - type: nauc_mrr_at_20_diff1 value: 55.084 - type: nauc_mrr_at_100_max value: 46.428599999999996 - type: nauc_mrr_at_100_std value: 2.7332 - type: nauc_mrr_at_100_diff1 value: 55.088499999999996 - type: nauc_mrr_at_1000_max value: 46.443200000000004 - type: nauc_mrr_at_1000_std value: 2.7476000000000003 - type: nauc_mrr_at_1000_diff1 value: 55.1161 - type: main_score value: 41.567 task: type: Retrieval - dataset: config: default name: MTEB CQADupstackTexRetrieval (default) revision: 46989137a86843e03a6195de44b09deda022eec7 split: test type: mteb/cqadupstack-tex metrics: - type: ndcg_at_1 value: 27.22 - type: ndcg_at_3 value: 31.52 - type: ndcg_at_5 value: 33.964 - type: ndcg_at_10 value: 36.581 - type: ndcg_at_20 value: 38.665 - type: ndcg_at_100 value: 42.268 - type: ndcg_at_1000 value: 44.748 - type: map_at_1 value: 22.017 - type: map_at_3 value: 27.927999999999997 - type: map_at_5 value: 29.668 - type: map_at_10 value: 31.002999999999997 - type: map_at_20 value: 31.685999999999996 - type: map_at_100 value: 32.29 - type: map_at_1000 value: 32.413 - type: recall_at_1 value: 22.017 - type: recall_at_3 value: 34.009 - type: recall_at_5 value: 40.416000000000004 - type: recall_at_10 value: 48.415 - type: recall_at_20 value: 56.038 - type: recall_at_100 value: 73.851 - type: recall_at_1000 value: 91.03999999999999 - type: precision_at_1 value: 27.22 - type: precision_at_3 value: 15.084 - type: precision_at_5 value: 11.094 - type: precision_at_10 value: 6.800000000000001 - type: precision_at_20 value: 4.054 - type: precision_at_100 value: 1.134 - type: precision_at_1000 value: 0.153 - type: mrr_at_1 value: 27.219500000000004 - type: mrr_at_3 value: 33.132600000000004 - type: mrr_at_5 value: 34.694900000000004 - type: mrr_at_10 value: 35.7418 - type: mrr_at_20 value: 36.273300000000006 - type: mrr_at_100 value: 36.6689 - type: mrr_at_1000 value: 36.7336 - type: nauc_ndcg_at_1_max value: 26.5332 - type: nauc_ndcg_at_1_std value: 6.7063999999999995 - type: nauc_ndcg_at_1_diff1 value: 41.7063 - type: nauc_ndcg_at_3_max value: 26.294 - type: nauc_ndcg_at_3_std value: 6.9978 - type: nauc_ndcg_at_3_diff1 value: 36.8322 - type: nauc_ndcg_at_5_max value: 27.6001 - type: nauc_ndcg_at_5_std value: 8.1389 - type: nauc_ndcg_at_5_diff1 value: 36.5894 - type: nauc_ndcg_at_10_max value: 27.5265 - type: nauc_ndcg_at_10_std value: 8.5525 - type: nauc_ndcg_at_10_diff1 value: 36.2451 - type: nauc_ndcg_at_20_max value: 27.2368 - type: nauc_ndcg_at_20_std value: 9.4667 - type: nauc_ndcg_at_20_diff1 value: 35.553000000000004 - type: nauc_ndcg_at_100_max value: 27.6221 - type: nauc_ndcg_at_100_std value: 10.9896 - type: nauc_ndcg_at_100_diff1 value: 35.010799999999996 - type: nauc_ndcg_at_1000_max value: 27.823700000000002 - type: nauc_ndcg_at_1000_std value: 10.5646 - type: nauc_ndcg_at_1000_diff1 value: 35.4455 - type: nauc_map_at_1_max value: 24.0311 - type: nauc_map_at_1_std value: 4.9532 - type: nauc_map_at_1_diff1 value: 41.0051 - type: nauc_map_at_3_max value: 25.3489 - type: nauc_map_at_3_std value: 6.229 - type: nauc_map_at_3_diff1 value: 37.5031 - type: nauc_map_at_5_max value: 26.3791 - type: nauc_map_at_5_std value: 7.036499999999999 - type: nauc_map_at_5_diff1 value: 37.3731 - type: nauc_map_at_10_max value: 26.4979 - type: nauc_map_at_10_std value: 7.3984 - type: nauc_map_at_10_diff1 value: 37.213499999999996 - type: nauc_map_at_20_max value: 26.505000000000003 - type: nauc_map_at_20_std value: 7.749300000000001 - type: nauc_map_at_20_diff1 value: 37.0079 - type: nauc_map_at_100_max value: 26.625700000000002 - type: nauc_map_at_100_std value: 8.0921 - type: nauc_map_at_100_diff1 value: 36.9709 - type: nauc_map_at_1000_max value: 26.6505 - type: nauc_map_at_1000_std value: 8.093599999999999 - type: nauc_map_at_1000_diff1 value: 37.0068 - type: nauc_recall_at_1_max value: 24.0311 - type: nauc_recall_at_1_std value: 4.9532 - type: nauc_recall_at_1_diff1 value: 41.0051 - type: nauc_recall_at_3_max value: 24.7976 - type: nauc_recall_at_3_std value: 6.1747000000000005 - type: nauc_recall_at_3_diff1 value: 33.226299999999995 - type: nauc_recall_at_5_max value: 27.539599999999997 - type: nauc_recall_at_5_std value: 8.8065 - type: nauc_recall_at_5_diff1 value: 32.2612 - type: nauc_recall_at_10_max value: 26.8189 - type: nauc_recall_at_10_std value: 9.7864 - type: nauc_recall_at_10_diff1 value: 30.2757 - type: nauc_recall_at_20_max value: 25.183699999999998 - type: nauc_recall_at_20_std value: 12.916 - type: nauc_recall_at_20_diff1 value: 27.092100000000002 - type: nauc_recall_at_100_max value: 26.9612 - type: nauc_recall_at_100_std value: 24.1506 - type: nauc_recall_at_100_diff1 value: 20.9473 - type: nauc_recall_at_1000_max value: 34.2476 - type: nauc_recall_at_1000_std value: 35.335499999999996 - type: nauc_recall_at_1000_diff1 value: 13.6745 - type: nauc_precision_at_1_max value: 26.5332 - type: nauc_precision_at_1_std value: 6.7063999999999995 - type: nauc_precision_at_1_diff1 value: 41.7063 - type: nauc_precision_at_3_max value: 27.1377 - type: nauc_precision_at_3_std value: 9.1475 - type: nauc_precision_at_3_diff1 value: 30.6856 - type: nauc_precision_at_5_max value: 28.0165 - type: nauc_precision_at_5_std value: 11.5134 - type: nauc_precision_at_5_diff1 value: 27.454600000000003 - type: nauc_precision_at_10_max value: 25.393700000000003 - type: nauc_precision_at_10_std value: 13.100000000000001 - type: nauc_precision_at_10_diff1 value: 23.296400000000002 - type: nauc_precision_at_20_max value: 22.0302 - type: nauc_precision_at_20_std value: 15.6886 - type: nauc_precision_at_20_diff1 value: 18.0761 - type: nauc_precision_at_100_max value: 18.754 - type: nauc_precision_at_100_std value: 18.049599999999998 - type: nauc_precision_at_100_diff1 value: 10.578999999999999 - type: nauc_precision_at_1000_max value: 15.4445 - type: nauc_precision_at_1000_std value: 10.5797 - type: nauc_precision_at_1000_diff1 value: 8.6555 - type: nauc_mrr_at_1_max value: 26.5332 - type: nauc_mrr_at_1_std value: 6.7063999999999995 - type: nauc_mrr_at_1_diff1 value: 41.7063 - type: nauc_mrr_at_3_max value: 27.048 - type: nauc_mrr_at_3_std value: 7.0742 - type: nauc_mrr_at_3_diff1 value: 38.388 - type: nauc_mrr_at_5_max value: 27.6961 - type: nauc_mrr_at_5_std value: 7.7979 - type: nauc_mrr_at_5_diff1 value: 38.2328 - type: nauc_mrr_at_10_max value: 27.6906 - type: nauc_mrr_at_10_std value: 7.8747 - type: nauc_mrr_at_10_diff1 value: 38.061099999999996 - type: nauc_mrr_at_20_max value: 27.5596 - type: nauc_mrr_at_20_std value: 8.1191 - type: nauc_mrr_at_20_diff1 value: 37.8976 - type: nauc_mrr_at_100_max value: 27.596500000000002 - type: nauc_mrr_at_100_std value: 8.2534 - type: nauc_mrr_at_100_diff1 value: 37.9023 - type: nauc_mrr_at_1000_max value: 27.6032 - type: nauc_mrr_at_1000_std value: 8.2402 - type: nauc_mrr_at_1000_diff1 value: 37.9149 - type: main_score value: 36.581 task: type: Retrieval - dataset: config: default name: MTEB CQADupstackUnixRetrieval (default) revision: 6c6430d3a6d36f8d2a829195bc5dc94d7e063e53 split: test type: mteb/cqadupstack-unix metrics: - type: ndcg_at_1 value: 37.687 - type: ndcg_at_3 value: 43.254 - type: ndcg_at_5 value: 45.518 - type: ndcg_at_10 value: 48.57 - type: ndcg_at_20 value: 50.870000000000005 - type: ndcg_at_100 value: 53.964999999999996 - type: ndcg_at_1000 value: 55.704 - type: map_at_1 value: 31.507 - type: map_at_3 value: 39.26 - type: map_at_5 value: 41.006 - type: map_at_10 value: 42.559999999999995 - type: map_at_20 value: 43.330999999999996 - type: map_at_100 value: 43.852000000000004 - type: map_at_1000 value: 43.939 - type: recall_at_1 value: 31.507 - type: recall_at_3 value: 47.019 - type: recall_at_5 value: 53.105999999999995 - type: recall_at_10 value: 62.061 - type: recall_at_20 value: 70.206 - type: recall_at_100 value: 84.87400000000001 - type: recall_at_1000 value: 96.627 - type: precision_at_1 value: 37.687 - type: precision_at_3 value: 20.055999999999997 - type: precision_at_5 value: 13.899000000000001 - type: precision_at_10 value: 8.34 - type: precision_at_20 value: 4.841 - type: precision_at_100 value: 1.236 - type: precision_at_1000 value: 0.148 - type: mrr_at_1 value: 37.6866 - type: mrr_at_3 value: 44.760600000000004 - type: mrr_at_5 value: 46.1505 - type: mrr_at_10 value: 47.2768 - type: mrr_at_20 value: 47.8296 - type: mrr_at_100 value: 48.147099999999995 - type: mrr_at_1000 value: 48.1922 - type: nauc_ndcg_at_1_max value: 44.6488 - type: nauc_ndcg_at_1_std value: 4.1984 - type: nauc_ndcg_at_1_diff1 value: 56.6913 - type: nauc_ndcg_at_3_max value: 41.7574 - type: nauc_ndcg_at_3_std value: 2.3933 - type: nauc_ndcg_at_3_diff1 value: 49.532900000000005 - type: nauc_ndcg_at_5_max value: 40.976099999999995 - type: nauc_ndcg_at_5_std value: 1.6297 - type: nauc_ndcg_at_5_diff1 value: 49.6749 - type: nauc_ndcg_at_10_max value: 41.645199999999996 - type: nauc_ndcg_at_10_std value: 3.6906000000000003 - type: nauc_ndcg_at_10_diff1 value: 48.6944 - type: nauc_ndcg_at_20_max value: 42.5723 - type: nauc_ndcg_at_20_std value: 5.2003 - type: nauc_ndcg_at_20_diff1 value: 49.2712 - type: nauc_ndcg_at_100_max value: 43.1712 - type: nauc_ndcg_at_100_std value: 5.9054 - type: nauc_ndcg_at_100_diff1 value: 49.4614 - type: nauc_ndcg_at_1000_max value: 43.051899999999996 - type: nauc_ndcg_at_1000_std value: 5.2268 - type: nauc_ndcg_at_1000_diff1 value: 49.9268 - type: nauc_map_at_1_max value: 40.5466 - type: nauc_map_at_1_std value: 2.5801000000000003 - type: nauc_map_at_1_diff1 value: 57.2554 - type: nauc_map_at_3_max value: 40.7917 - type: nauc_map_at_3_std value: 1.926 - type: nauc_map_at_3_diff1 value: 51.5164 - type: nauc_map_at_5_max value: 40.8638 - type: nauc_map_at_5_std value: 1.9499 - type: nauc_map_at_5_diff1 value: 51.4491 - type: nauc_map_at_10_max value: 41.4658 - type: nauc_map_at_10_std value: 2.8266 - type: nauc_map_at_10_diff1 value: 50.9612 - type: nauc_map_at_20_max value: 41.894999999999996 - type: nauc_map_at_20_std value: 3.3461 - type: nauc_map_at_20_diff1 value: 51.0836 - type: nauc_map_at_100_max value: 42.0161 - type: nauc_map_at_100_std value: 3.4995 - type: nauc_map_at_100_diff1 value: 51.083 - type: nauc_map_at_1000_max value: 42.0041 - type: nauc_map_at_1000_std value: 3.4733 - type: nauc_map_at_1000_diff1 value: 51.1013 - type: nauc_recall_at_1_max value: 40.5466 - type: nauc_recall_at_1_std value: 2.5801000000000003 - type: nauc_recall_at_1_diff1 value: 57.2554 - type: nauc_recall_at_3_max value: 37.2587 - type: nauc_recall_at_3_std value: 0.3079 - type: nauc_recall_at_3_diff1 value: 43.9748 - type: nauc_recall_at_5_max value: 35.9724 - type: nauc_recall_at_5_std value: -0.4043 - type: nauc_recall_at_5_diff1 value: 43.2259 - type: nauc_recall_at_10_max value: 36.5054 - type: nauc_recall_at_10_std value: 6.050599999999999 - type: nauc_recall_at_10_diff1 value: 38.3286 - type: nauc_recall_at_20_max value: 39.2692 - type: nauc_recall_at_20_std value: 12.623599999999998 - type: nauc_recall_at_20_diff1 value: 39.7523 - type: nauc_recall_at_100_max value: 44.7179 - type: nauc_recall_at_100_std value: 24.0593 - type: nauc_recall_at_100_diff1 value: 37.7336 - type: nauc_recall_at_1000_max value: 53.7754 - type: nauc_recall_at_1000_std value: 45.2282 - type: nauc_recall_at_1000_diff1 value: 37.3474 - type: nauc_precision_at_1_max value: 44.6488 - type: nauc_precision_at_1_std value: 4.1984 - type: nauc_precision_at_1_diff1 value: 56.6913 - type: nauc_precision_at_3_max value: 39.659499999999994 - type: nauc_precision_at_3_std value: 4.1345 - type: nauc_precision_at_3_diff1 value: 34.713300000000004 - type: nauc_precision_at_5_max value: 36.207 - type: nauc_precision_at_5_std value: 3.4388 - type: nauc_precision_at_5_diff1 value: 29.0749 - type: nauc_precision_at_10_max value: 32.9216 - type: nauc_precision_at_10_std value: 7.0937 - type: nauc_precision_at_10_diff1 value: 18.8157 - type: nauc_precision_at_20_max value: 29.9111 - type: nauc_precision_at_20_std value: 11.0234 - type: nauc_precision_at_20_diff1 value: 12.5669 - type: nauc_precision_at_100_max value: 16.6883 - type: nauc_precision_at_100_std value: 11.183300000000001 - type: nauc_precision_at_100_diff1 value: -1.4782 - type: nauc_precision_at_1000_max value: 1.7108999999999999 - type: nauc_precision_at_1000_std value: 2.5909999999999997 - type: nauc_precision_at_1000_diff1 value: -11.336300000000001 - type: nauc_mrr_at_1_max value: 44.6488 - type: nauc_mrr_at_1_std value: 4.1984 - type: nauc_mrr_at_1_diff1 value: 56.6913 - type: nauc_mrr_at_3_max value: 43.7515 - type: nauc_mrr_at_3_std value: 3.3159 - type: nauc_mrr_at_3_diff1 value: 51.294399999999996 - type: nauc_mrr_at_5_max value: 43.5602 - type: nauc_mrr_at_5_std value: 2.8770000000000002 - type: nauc_mrr_at_5_diff1 value: 51.3629 - type: nauc_mrr_at_10_max value: 43.743900000000004 - type: nauc_mrr_at_10_std value: 3.7014 - type: nauc_mrr_at_10_diff1 value: 50.9399 - type: nauc_mrr_at_20_max value: 43.736000000000004 - type: nauc_mrr_at_20_std value: 3.8751 - type: nauc_mrr_at_20_diff1 value: 51.056400000000004 - type: nauc_mrr_at_100_max value: 43.749 - type: nauc_mrr_at_100_std value: 3.9109 - type: nauc_mrr_at_100_diff1 value: 51.12989999999999 - type: nauc_mrr_at_1000_max value: 43.7543 - type: nauc_mrr_at_1000_std value: 3.9046 - type: nauc_mrr_at_1000_diff1 value: 51.144999999999996 - type: main_score value: 48.57 task: type: Retrieval - dataset: config: default name: MTEB CQADupstackWebmastersRetrieval (default) revision: 160c094312a0e1facb97e55eeddb698c0abe3571 split: test type: mteb/cqadupstack-webmasters metrics: - type: ndcg_at_1 value: 35.375 - type: ndcg_at_3 value: 41.804 - type: ndcg_at_5 value: 43.954 - type: ndcg_at_10 value: 46.46 - type: ndcg_at_20 value: 48.881 - type: ndcg_at_100 value: 52.425 - type: ndcg_at_1000 value: 54.373000000000005 - type: map_at_1 value: 29.341 - type: map_at_3 value: 37.120999999999995 - type: map_at_5 value: 38.734 - type: map_at_10 value: 40.158 - type: map_at_20 value: 41.14 - type: map_at_100 value: 42.037 - type: map_at_1000 value: 42.271 - type: recall_at_1 value: 29.341 - type: recall_at_3 value: 44.542 - type: recall_at_5 value: 50.193 - type: recall_at_10 value: 57.894 - type: recall_at_20 value: 66.841 - type: recall_at_100 value: 84.343 - type: recall_at_1000 value: 96.643 - type: precision_at_1 value: 35.375 - type: precision_at_3 value: 20.026 - type: precision_at_5 value: 14.466000000000001 - type: precision_at_10 value: 9.110999999999999 - type: precision_at_20 value: 5.899 - type: precision_at_100 value: 1.8499999999999999 - type: precision_at_1000 value: 0.255 - type: mrr_at_1 value: 35.375499999999995 - type: mrr_at_3 value: 42.1937 - type: mrr_at_5 value: 43.834 - type: mrr_at_10 value: 44.7625 - type: mrr_at_20 value: 45.3485 - type: mrr_at_100 value: 45.7111 - type: mrr_at_1000 value: 45.7566 - type: nauc_ndcg_at_1_max value: 23.5952 - type: nauc_ndcg_at_1_std value: 5.8244 - type: nauc_ndcg_at_1_diff1 value: 53.12 - type: nauc_ndcg_at_3_max value: 21.2669 - type: nauc_ndcg_at_3_std value: 8.3372 - type: nauc_ndcg_at_3_diff1 value: 47.216 - type: nauc_ndcg_at_5_max value: 21.0726 - type: nauc_ndcg_at_5_std value: 10.0045 - type: nauc_ndcg_at_5_diff1 value: 47.5922 - type: nauc_ndcg_at_10_max value: 21.035999999999998 - type: nauc_ndcg_at_10_std value: 8.706999999999999 - type: nauc_ndcg_at_10_diff1 value: 47.7902 - type: nauc_ndcg_at_20_max value: 21.0952 - type: nauc_ndcg_at_20_std value: 9.762 - type: nauc_ndcg_at_20_diff1 value: 47.6359 - type: nauc_ndcg_at_100_max value: 22.5778 - type: nauc_ndcg_at_100_std value: 11.4197 - type: nauc_ndcg_at_100_diff1 value: 48.450500000000005 - type: nauc_ndcg_at_1000_max value: 22.6857 - type: nauc_ndcg_at_1000_std value: 10.741100000000001 - type: nauc_ndcg_at_1000_diff1 value: 47.876400000000004 - type: nauc_map_at_1_max value: 16.4685 - type: nauc_map_at_1_std value: 0.6203000000000001 - type: nauc_map_at_1_diff1 value: 55.691 - type: nauc_map_at_3_max value: 19.2659 - type: nauc_map_at_3_std value: 3.5485999999999995 - type: nauc_map_at_3_diff1 value: 50.8056 - type: nauc_map_at_5_max value: 19.784299999999998 - type: nauc_map_at_5_std value: 4.7257 - type: nauc_map_at_5_diff1 value: 50.6115 - type: nauc_map_at_10_max value: 20.1772 - type: nauc_map_at_10_std value: 4.8205 - type: nauc_map_at_10_diff1 value: 50.545399999999994 - type: nauc_map_at_20_max value: 20.4281 - type: nauc_map_at_20_std value: 5.945799999999999 - type: nauc_map_at_20_diff1 value: 50.2247 - type: nauc_map_at_100_max value: 20.697599999999998 - type: nauc_map_at_100_std value: 7.3290999999999995 - type: nauc_map_at_100_diff1 value: 49.9734 - type: nauc_map_at_1000_max value: 20.686 - type: nauc_map_at_1000_std value: 7.8218 - type: nauc_map_at_1000_diff1 value: 49.7498 - type: nauc_recall_at_1_max value: 16.4685 - type: nauc_recall_at_1_std value: 0.6203000000000001 - type: nauc_recall_at_1_diff1 value: 55.691 - type: nauc_recall_at_3_max value: 17.5274 - type: nauc_recall_at_3_std value: 5.2619 - type: nauc_recall_at_3_diff1 value: 44.4629 - type: nauc_recall_at_5_max value: 18.3596 - type: nauc_recall_at_5_std value: 9.3709 - type: nauc_recall_at_5_diff1 value: 44.800200000000004 - type: nauc_recall_at_10_max value: 17.515 - type: nauc_recall_at_10_std value: 7.080400000000001 - type: nauc_recall_at_10_diff1 value: 43.181799999999996 - type: nauc_recall_at_20_max value: 17.605999999999998 - type: nauc_recall_at_20_std value: 11.745700000000001 - type: nauc_recall_at_20_diff1 value: 41.4216 - type: nauc_recall_at_100_max value: 27.6642 - type: nauc_recall_at_100_std value: 31.652 - type: nauc_recall_at_100_diff1 value: 43.5986 - type: nauc_recall_at_1000_max value: 48.9638 - type: nauc_recall_at_1000_std value: 51.2076 - type: nauc_recall_at_1000_diff1 value: 29.369899999999998 - type: nauc_precision_at_1_max value: 23.5952 - type: nauc_precision_at_1_std value: 5.8244 - type: nauc_precision_at_1_diff1 value: 53.12 - type: nauc_precision_at_3_max value: 23.935100000000002 - type: nauc_precision_at_3_std value: 16.5914 - type: nauc_precision_at_3_diff1 value: 28.4103 - type: nauc_precision_at_5_max value: 22.6905 - type: nauc_precision_at_5_std value: 23.6646 - type: nauc_precision_at_5_diff1 value: 19.524 - type: nauc_precision_at_10_max value: 22.1447 - type: nauc_precision_at_10_std value: 25.2899 - type: nauc_precision_at_10_diff1 value: 10.0271 - type: nauc_precision_at_20_max value: 16.7291 - type: nauc_precision_at_20_std value: 34.3311 - type: nauc_precision_at_20_diff1 value: -3.1237999999999997 - type: nauc_precision_at_100_max value: 9.431000000000001 - type: nauc_precision_at_100_std value: 46.103300000000004 - type: nauc_precision_at_100_diff1 value: -17.1284 - type: nauc_precision_at_1000_max value: 4.9976 - type: nauc_precision_at_1000_std value: 47.3664 - type: nauc_precision_at_1000_diff1 value: -24.0582 - type: nauc_mrr_at_1_max value: 23.5952 - type: nauc_mrr_at_1_std value: 5.8244 - type: nauc_mrr_at_1_diff1 value: 53.12 - type: nauc_mrr_at_3_max value: 23.0702 - type: nauc_mrr_at_3_std value: 8.0486 - type: nauc_mrr_at_3_diff1 value: 48.1321 - type: nauc_mrr_at_5_max value: 23.2691 - type: nauc_mrr_at_5_std value: 9.1019 - type: nauc_mrr_at_5_diff1 value: 47.9119 - type: nauc_mrr_at_10_max value: 23.2747 - type: nauc_mrr_at_10_std value: 8.8027 - type: nauc_mrr_at_10_diff1 value: 48.0293 - type: nauc_mrr_at_20_max value: 23.1632 - type: nauc_mrr_at_20_std value: 8.8043 - type: nauc_mrr_at_20_diff1 value: 47.950900000000004 - type: nauc_mrr_at_100_max value: 23.2738 - type: nauc_mrr_at_100_std value: 8.963899999999999 - type: nauc_mrr_at_100_diff1 value: 48.0468 - type: nauc_mrr_at_1000_max value: 23.2584 - type: nauc_mrr_at_1000_std value: 8.9357 - type: nauc_mrr_at_1000_diff1 value: 48.0548 - type: main_score value: 46.46 task: type: Retrieval - dataset: config: default name: MTEB CQADupstackWordpressRetrieval (default) revision: 4ffe81d471b1924886b33c7567bfb200e9eec5c4 split: test type: mteb/cqadupstack-wordpress metrics: - type: ndcg_at_1 value: 28.835 - type: ndcg_at_3 value: 34.629 - type: ndcg_at_5 value: 36.906 - type: ndcg_at_10 value: 39.722 - type: ndcg_at_20 value: 41.324 - type: ndcg_at_100 value: 44.856 - type: ndcg_at_1000 value: 47.174 - type: map_at_1 value: 26.001 - type: map_at_3 value: 31.916 - type: map_at_5 value: 33.303 - type: map_at_10 value: 34.594 - type: map_at_20 value: 35.081 - type: map_at_100 value: 35.592 - type: map_at_1000 value: 35.693000000000005 - type: recall_at_1 value: 26.001 - type: recall_at_3 value: 39.144 - type: recall_at_5 value: 44.572 - type: recall_at_10 value: 52.856 - type: recall_at_20 value: 58.78 - type: recall_at_100 value: 76.828 - type: recall_at_1000 value: 93.93 - type: precision_at_1 value: 28.835 - type: precision_at_3 value: 14.726 - type: precision_at_5 value: 10.24 - type: precision_at_10 value: 6.192 - type: precision_at_20 value: 3.4939999999999998 - type: precision_at_100 value: 0.946 - type: precision_at_1000 value: 0.126 - type: mrr_at_1 value: 28.835499999999996 - type: mrr_at_3 value: 35.0277 - type: mrr_at_5 value: 36.3401 - type: mrr_at_10 value: 37.359500000000004 - type: mrr_at_20 value: 37.7675 - type: mrr_at_100 value: 38.2184 - type: mrr_at_1000 value: 38.287 - type: nauc_ndcg_at_1_max value: 25.1156 - type: nauc_ndcg_at_1_std value: 5.8615 - type: nauc_ndcg_at_1_diff1 value: 49.8287 - type: nauc_ndcg_at_3_max value: 25.605299999999996 - type: nauc_ndcg_at_3_std value: 6.9969 - type: nauc_ndcg_at_3_diff1 value: 45.1011 - type: nauc_ndcg_at_5_max value: 25.2231 - type: nauc_ndcg_at_5_std value: 6.674099999999999 - type: nauc_ndcg_at_5_diff1 value: 42.7723 - type: nauc_ndcg_at_10_max value: 24.404899999999998 - type: nauc_ndcg_at_10_std value: 6.3734 - type: nauc_ndcg_at_10_diff1 value: 41.9908 - type: nauc_ndcg_at_20_max value: 23.9259 - type: nauc_ndcg_at_20_std value: 6.749099999999999 - type: nauc_ndcg_at_20_diff1 value: 41.2996 - type: nauc_ndcg_at_100_max value: 24.0414 - type: nauc_ndcg_at_100_std value: 9.694700000000001 - type: nauc_ndcg_at_100_diff1 value: 41.0428 - type: nauc_ndcg_at_1000_max value: 24.8501 - type: nauc_ndcg_at_1000_std value: 8.7988 - type: nauc_ndcg_at_1000_diff1 value: 42.290499999999994 - type: nauc_map_at_1_max value: 24.038999999999998 - type: nauc_map_at_1_std value: 4.3147 - type: nauc_map_at_1_diff1 value: 51.1896 - type: nauc_map_at_3_max value: 24.8903 - type: nauc_map_at_3_std value: 5.8555 - type: nauc_map_at_3_diff1 value: 46.6276 - type: nauc_map_at_5_max value: 24.9985 - type: nauc_map_at_5_std value: 5.8602 - type: nauc_map_at_5_diff1 value: 45.2278 - type: nauc_map_at_10_max value: 24.7287 - type: nauc_map_at_10_std value: 5.7734 - type: nauc_map_at_10_diff1 value: 44.8438 - type: nauc_map_at_20_max value: 24.698 - type: nauc_map_at_20_std value: 5.86 - type: nauc_map_at_20_diff1 value: 44.635200000000005 - type: nauc_map_at_100_max value: 24.726100000000002 - type: nauc_map_at_100_std value: 6.307 - type: nauc_map_at_100_diff1 value: 44.587700000000005 - type: nauc_map_at_1000_max value: 24.7303 - type: nauc_map_at_1000_std value: 6.271400000000001 - type: nauc_map_at_1000_diff1 value: 44.6122 - type: nauc_recall_at_1_max value: 24.038999999999998 - type: nauc_recall_at_1_std value: 4.3147 - type: nauc_recall_at_1_diff1 value: 51.1896 - type: nauc_recall_at_3_max value: 24.6154 - type: nauc_recall_at_3_std value: 7.6124 - type: nauc_recall_at_3_diff1 value: 41.077999999999996 - type: nauc_recall_at_5_max value: 23.8232 - type: nauc_recall_at_5_std value: 7.3541 - type: nauc_recall_at_5_diff1 value: 35.070499999999996 - type: nauc_recall_at_10_max value: 21.084500000000002 - type: nauc_recall_at_10_std value: 6.592199999999999 - type: nauc_recall_at_10_diff1 value: 32.1365 - type: nauc_recall_at_20_max value: 18.6663 - type: nauc_recall_at_20_std value: 8.094899999999999 - type: nauc_recall_at_20_diff1 value: 29.124100000000002 - type: nauc_recall_at_100_max value: 16.6248 - type: nauc_recall_at_100_std value: 29.871199999999998 - type: nauc_recall_at_100_diff1 value: 22.16 - type: nauc_recall_at_1000_max value: 39.4327 - type: nauc_recall_at_1000_std value: 48.1674 - type: nauc_recall_at_1000_diff1 value: 35.6011 - type: nauc_precision_at_1_max value: 25.1156 - type: nauc_precision_at_1_std value: 5.8615 - type: nauc_precision_at_1_diff1 value: 49.8287 - type: nauc_precision_at_3_max value: 27.020100000000003 - type: nauc_precision_at_3_std value: 9.533800000000001 - type: nauc_precision_at_3_diff1 value: 37.6314 - type: nauc_precision_at_5_max value: 26.1386 - type: nauc_precision_at_5_std value: 8.0008 - type: nauc_precision_at_5_diff1 value: 29.5792 - type: nauc_precision_at_10_max value: 21.7676 - type: nauc_precision_at_10_std value: 8.2431 - type: nauc_precision_at_10_diff1 value: 22.1029 - type: nauc_precision_at_20_max value: 19.3305 - type: nauc_precision_at_20_std value: 8.7156 - type: nauc_precision_at_20_diff1 value: 16.4788 - type: nauc_precision_at_100_max value: 11.6811 - type: nauc_precision_at_100_std value: 20.169 - type: nauc_precision_at_100_diff1 value: -0.8449 - type: nauc_precision_at_1000_max value: -5.1109 - type: nauc_precision_at_1000_std value: 3.2081999999999997 - type: nauc_precision_at_1000_diff1 value: -23.8473 - type: nauc_mrr_at_1_max value: 25.1156 - type: nauc_mrr_at_1_std value: 5.8615 - type: nauc_mrr_at_1_diff1 value: 49.8287 - type: nauc_mrr_at_3_max value: 26.009999999999998 - type: nauc_mrr_at_3_std value: 7.795100000000001 - type: nauc_mrr_at_3_diff1 value: 46.0223 - type: nauc_mrr_at_5_max value: 25.8328 - type: nauc_mrr_at_5_std value: 7.4602 - type: nauc_mrr_at_5_diff1 value: 44.6238 - type: nauc_mrr_at_10_max value: 25.5241 - type: nauc_mrr_at_10_std value: 7.071199999999999 - type: nauc_mrr_at_10_diff1 value: 44.3654 - type: nauc_mrr_at_20_max value: 25.287100000000002 - type: nauc_mrr_at_20_std value: 7.194100000000001 - type: nauc_mrr_at_20_diff1 value: 44.2009 - type: nauc_mrr_at_100_max value: 25.3365 - type: nauc_mrr_at_100_std value: 7.513400000000001 - type: nauc_mrr_at_100_diff1 value: 44.2267 - type: nauc_mrr_at_1000_max value: 25.361 - type: nauc_mrr_at_1000_std value: 7.492500000000001 - type: nauc_mrr_at_1000_diff1 value: 44.2745 - type: main_score value: 39.722 task: type: Retrieval - dataset: config: default name: MTEB ClimateFEVER (default) revision: 47f2ac6acb640fc46020b02a5b59fdda04d39380 split: test type: mteb/climate-fever metrics: - type: ndcg_at_1 value: 47.818 - type: ndcg_at_3 value: 41.184 - type: ndcg_at_5 value: 43.733 - type: ndcg_at_10 value: 48.439 - type: ndcg_at_20 value: 51.55800000000001 - type: ndcg_at_100 value: 55.562 - type: ndcg_at_1000 value: 57.885 - type: map_at_1 value: 20.846 - type: map_at_3 value: 30.997999999999998 - type: map_at_5 value: 34.524 - type: map_at_10 value: 37.427 - type: map_at_20 value: 38.761 - type: map_at_100 value: 39.753 - type: map_at_1000 value: 39.910000000000004 - type: recall_at_1 value: 20.846 - type: recall_at_3 value: 36.958999999999996 - type: recall_at_5 value: 45.079 - type: recall_at_10 value: 55.295 - type: recall_at_20 value: 63.815 - type: recall_at_100 value: 78.456 - type: recall_at_1000 value: 91.106 - type: precision_at_1 value: 47.818 - type: precision_at_3 value: 31.422 - type: precision_at_5 value: 23.909 - type: precision_at_10 value: 15.14 - type: precision_at_20 value: 8.977 - type: precision_at_100 value: 2.294 - type: precision_at_1000 value: 0.27399999999999997 - type: mrr_at_1 value: 47.8176 - type: mrr_at_3 value: 58.165 - type: mrr_at_5 value: 59.764399999999995 - type: mrr_at_10 value: 60.663999999999994 - type: mrr_at_20 value: 61.0341 - type: mrr_at_100 value: 61.15540000000001 - type: mrr_at_1000 value: 61.168 - type: nauc_ndcg_at_1_max value: 42.0574 - type: nauc_ndcg_at_1_std value: 15.0412 - type: nauc_ndcg_at_1_diff1 value: 38.8542 - type: nauc_ndcg_at_3_max value: 45.5116 - type: nauc_ndcg_at_3_std value: 17.8474 - type: nauc_ndcg_at_3_diff1 value: 30.4299 - type: nauc_ndcg_at_5_max value: 47.5315 - type: nauc_ndcg_at_5_std value: 21.577199999999998 - type: nauc_ndcg_at_5_diff1 value: 29.9137 - type: nauc_ndcg_at_10_max value: 49.6024 - type: nauc_ndcg_at_10_std value: 26.744400000000002 - type: nauc_ndcg_at_10_diff1 value: 28.2074 - type: nauc_ndcg_at_20_max value: 48.8087 - type: nauc_ndcg_at_20_std value: 27.815800000000003 - type: nauc_ndcg_at_20_diff1 value: 27.843200000000003 - type: nauc_ndcg_at_100_max value: 49.2657 - type: nauc_ndcg_at_100_std value: 28.958299999999998 - type: nauc_ndcg_at_100_diff1 value: 28.2285 - type: nauc_ndcg_at_1000_max value: 49.8 - type: nauc_ndcg_at_1000_std value: 28.3402 - type: nauc_ndcg_at_1000_diff1 value: 29.149399999999996 - type: nauc_map_at_1_max value: 43.4717 - type: nauc_map_at_1_std value: 7.5933 - type: nauc_map_at_1_diff1 value: 43.8334 - type: nauc_map_at_3_max value: 45.1549 - type: nauc_map_at_3_std value: 13.7322 - type: nauc_map_at_3_diff1 value: 32.893499999999996 - type: nauc_map_at_5_max value: 46.0483 - type: nauc_map_at_5_std value: 17.3988 - type: nauc_map_at_5_diff1 value: 30.7728 - type: nauc_map_at_10_max value: 47.5898 - type: nauc_map_at_10_std value: 21.0419 - type: nauc_map_at_10_diff1 value: 29.6458 - type: nauc_map_at_20_max value: 47.362500000000004 - type: nauc_map_at_20_std value: 21.7003 - type: nauc_map_at_20_diff1 value: 29.510199999999998 - type: nauc_map_at_100_max value: 47.4886 - type: nauc_map_at_100_std value: 22.0129 - type: nauc_map_at_100_diff1 value: 29.5581 - type: nauc_map_at_1000_max value: 47.523700000000005 - type: nauc_map_at_1000_std value: 22.0011 - type: nauc_map_at_1000_diff1 value: 29.5994 - type: nauc_recall_at_1_max value: 43.4717 - type: nauc_recall_at_1_std value: 7.5933 - type: nauc_recall_at_1_diff1 value: 43.8334 - type: nauc_recall_at_3_max value: 44.0599 - type: nauc_recall_at_3_std value: 15.920000000000002 - type: nauc_recall_at_3_diff1 value: 26.1615 - type: nauc_recall_at_5_max value: 44.715500000000006 - type: nauc_recall_at_5_std value: 22.4972 - type: nauc_recall_at_5_diff1 value: 22.8433 - type: nauc_recall_at_10_max value: 46.716499999999996 - type: nauc_recall_at_10_std value: 32.6123 - type: nauc_recall_at_10_diff1 value: 17.7149 - type: nauc_recall_at_20_max value: 43.5173 - type: nauc_recall_at_20_std value: 35.7574 - type: nauc_recall_at_20_diff1 value: 15.4727 - type: nauc_recall_at_100_max value: 45.2425 - type: nauc_recall_at_100_std value: 44.2578 - type: nauc_recall_at_100_diff1 value: 14.2627 - type: nauc_recall_at_1000_max value: 57.903800000000004 - type: nauc_recall_at_1000_std value: 56.775 - type: nauc_recall_at_1000_diff1 value: 18.5075 - type: nauc_precision_at_1_max value: 42.0574 - type: nauc_precision_at_1_std value: 15.0412 - type: nauc_precision_at_1_diff1 value: 38.8542 - type: nauc_precision_at_3_max value: 35.791000000000004 - type: nauc_precision_at_3_std value: 23.7089 - type: nauc_precision_at_3_diff1 value: 12.116100000000001 - type: nauc_precision_at_5_max value: 32.874700000000004 - type: nauc_precision_at_5_std value: 29.5353 - type: nauc_precision_at_5_diff1 value: 6.1242 - type: nauc_precision_at_10_max value: 29.019000000000002 - type: nauc_precision_at_10_std value: 34.8923 - type: nauc_precision_at_10_diff1 value: -1.0564 - type: nauc_precision_at_20_max value: 19.5603 - type: nauc_precision_at_20_std value: 32.8097 - type: nauc_precision_at_20_diff1 value: -5.8062000000000005 - type: nauc_precision_at_100_max value: 7.152799999999999 - type: nauc_precision_at_100_std value: 27.925299999999996 - type: nauc_precision_at_100_diff1 value: -12.053899999999999 - type: nauc_precision_at_1000_max value: -6.3346 - type: nauc_precision_at_1000_std value: 15.254599999999998 - type: nauc_precision_at_1000_diff1 value: -17.0105 - type: nauc_mrr_at_1_max value: 42.0574 - type: nauc_mrr_at_1_std value: 15.0412 - type: nauc_mrr_at_1_diff1 value: 38.8542 - type: nauc_mrr_at_3_max value: 46.7432 - type: nauc_mrr_at_3_std value: 21.6624 - type: nauc_mrr_at_3_diff1 value: 34.3397 - type: nauc_mrr_at_5_max value: 47.1175 - type: nauc_mrr_at_5_std value: 22.811 - type: nauc_mrr_at_5_diff1 value: 34.9539 - type: nauc_mrr_at_10_max value: 47.172599999999996 - type: nauc_mrr_at_10_std value: 22.9886 - type: nauc_mrr_at_10_diff1 value: 34.7462 - type: nauc_mrr_at_20_max value: 46.9932 - type: nauc_mrr_at_20_std value: 22.8034 - type: nauc_mrr_at_20_diff1 value: 34.8125 - type: nauc_mrr_at_100_max value: 46.9459 - type: nauc_mrr_at_100_std value: 22.7237 - type: nauc_mrr_at_100_diff1 value: 34.8654 - type: nauc_mrr_at_1000_max value: 46.935 - type: nauc_mrr_at_1000_std value: 22.7019 - type: nauc_mrr_at_1000_diff1 value: 34.867 - type: main_score value: 48.439 task: type: Retrieval - dataset: config: default name: MTEB DBPedia (default) revision: c0f706b76e590d620bd6618b3ca8efdd34e2d659 split: test type: mteb/dbpedia metrics: - type: ndcg_at_1 value: 64.5 - type: ndcg_at_3 value: 55.836 - type: ndcg_at_5 value: 54.459 - type: ndcg_at_10 value: 52.476 - type: ndcg_at_20 value: 51.388999999999996 - type: ndcg_at_100 value: 57.477000000000004 - type: ndcg_at_1000 value: 64.165 - type: map_at_1 value: 10.067 - type: map_at_3 value: 16.348 - type: map_at_5 value: 20.202 - type: map_at_10 value: 24.938 - type: map_at_20 value: 29.586000000000002 - type: map_at_100 value: 37.057 - type: map_at_1000 value: 39.224 - type: recall_at_1 value: 10.067 - type: recall_at_3 value: 17.62 - type: recall_at_5 value: 23.162 - type: recall_at_10 value: 30.769999999999996 - type: recall_at_20 value: 39.719 - type: recall_at_100 value: 64.159 - type: recall_at_1000 value: 86.166 - type: precision_at_1 value: 76.75 - type: precision_at_3 value: 59.833000000000006 - type: precision_at_5 value: 53.75 - type: precision_at_10 value: 43.375 - type: precision_at_20 value: 33.025 - type: precision_at_100 value: 14.011999999999999 - type: precision_at_1000 value: 2.654 - type: mrr_at_1 value: 76.75 - type: mrr_at_3 value: 81.54169999999999 - type: mrr_at_5 value: 82.42920000000001 - type: mrr_at_10 value: 82.8224 - type: mrr_at_20 value: 82.90859999999999 - type: mrr_at_100 value: 82.99419999999999 - type: mrr_at_1000 value: 82.99990000000001 - type: nauc_ndcg_at_1_max value: 45.8251 - type: nauc_ndcg_at_1_std value: 26.468799999999998 - type: nauc_ndcg_at_1_diff1 value: 44.3761 - type: nauc_ndcg_at_3_max value: 38.7362 - type: nauc_ndcg_at_3_std value: 24.956300000000002 - type: nauc_ndcg_at_3_diff1 value: 24.4135 - type: nauc_ndcg_at_5_max value: 39.9097 - type: nauc_ndcg_at_5_std value: 24.9363 - type: nauc_ndcg_at_5_diff1 value: 24.607200000000002 - type: nauc_ndcg_at_10_max value: 38.8691 - type: nauc_ndcg_at_10_std value: 22.1204 - type: nauc_ndcg_at_10_diff1 value: 24.0339 - type: nauc_ndcg_at_20_max value: 38.9902 - type: nauc_ndcg_at_20_std value: 19.3997 - type: nauc_ndcg_at_20_diff1 value: 26.8911 - type: nauc_ndcg_at_100_max value: 45.138600000000004 - type: nauc_ndcg_at_100_std value: 28.6063 - type: nauc_ndcg_at_100_diff1 value: 32.5846 - type: nauc_ndcg_at_1000_max value: 48.2813 - type: nauc_ndcg_at_1000_std value: 37.6229 - type: nauc_ndcg_at_1000_diff1 value: 31.184800000000003 - type: nauc_map_at_1_max value: 1.8275 - type: nauc_map_at_1_std value: -23.8658 - type: nauc_map_at_1_diff1 value: 31.9071 - type: nauc_map_at_3_max value: 8.081900000000001 - type: nauc_map_at_3_std value: -20.647 - type: nauc_map_at_3_diff1 value: 26.509100000000004 - type: nauc_map_at_5_max value: 12.9364 - type: nauc_map_at_5_std value: -16.4111 - type: nauc_map_at_5_diff1 value: 26.3042 - type: nauc_map_at_10_max value: 16.9186 - type: nauc_map_at_10_std value: -10.174999999999999 - type: nauc_map_at_10_diff1 value: 24.0309 - type: nauc_map_at_20_max value: 23.0241 - type: nauc_map_at_20_std value: -0.5674 - type: nauc_map_at_20_diff1 value: 23.6815 - type: nauc_map_at_100_max value: 30.620599999999996 - type: nauc_map_at_100_std value: 18.436700000000002 - type: nauc_map_at_100_diff1 value: 22.7765 - type: nauc_map_at_1000_max value: 31.1444 - type: nauc_map_at_1000_std value: 20.9294 - type: nauc_map_at_1000_diff1 value: 21.1134 - type: nauc_recall_at_1_max value: 1.8275 - type: nauc_recall_at_1_std value: -23.8658 - type: nauc_recall_at_1_diff1 value: 31.9071 - type: nauc_recall_at_3_max value: 4.6672 - type: nauc_recall_at_3_std value: -22.2615 - type: nauc_recall_at_3_diff1 value: 21.9773 - type: nauc_recall_at_5_max value: 9.882399999999999 - type: nauc_recall_at_5_std value: -18.6467 - type: nauc_recall_at_5_diff1 value: 21.9263 - type: nauc_recall_at_10_max value: 13.0783 - type: nauc_recall_at_10_std value: -13.8897 - type: nauc_recall_at_10_diff1 value: 20.0473 - type: nauc_recall_at_20_max value: 21.4983 - type: nauc_recall_at_20_std value: -3.9253000000000005 - type: nauc_recall_at_20_diff1 value: 21.8969 - type: nauc_recall_at_100_max value: 36.0702 - type: nauc_recall_at_100_std value: 25.007800000000003 - type: nauc_recall_at_100_diff1 value: 26.6674 - type: nauc_recall_at_1000_max value: 46.604 - type: nauc_recall_at_1000_std value: 52.5305 - type: nauc_recall_at_1000_diff1 value: 31.8907 - type: nauc_precision_at_1_max value: 56.293000000000006 - type: nauc_precision_at_1_std value: 29.729699999999998 - type: nauc_precision_at_1_diff1 value: 55.167500000000004 - type: nauc_precision_at_3_max value: 37.712 - type: nauc_precision_at_3_std value: 37.155 - type: nauc_precision_at_3_diff1 value: 8.8632 - type: nauc_precision_at_5_max value: 35.133399999999995 - type: nauc_precision_at_5_std value: 38.5708 - type: nauc_precision_at_5_diff1 value: 3.6889 - type: nauc_precision_at_10_max value: 26.4835 - type: nauc_precision_at_10_std value: 38.136900000000004 - type: nauc_precision_at_10_diff1 value: -5.988099999999999 - type: nauc_precision_at_20_max value: 24.3223 - type: nauc_precision_at_20_std value: 40.487 - type: nauc_precision_at_20_diff1 value: -6.2481 - type: nauc_precision_at_100_max value: 14.5761 - type: nauc_precision_at_100_std value: 38.6962 - type: nauc_precision_at_100_diff1 value: -10.8208 - type: nauc_precision_at_1000_max value: -7.7383999999999995 - type: nauc_precision_at_1000_std value: 1.3077 - type: nauc_precision_at_1000_diff1 value: -23.3553 - type: nauc_mrr_at_1_max value: 56.293000000000006 - type: nauc_mrr_at_1_std value: 29.729699999999998 - type: nauc_mrr_at_1_diff1 value: 55.167500000000004 - type: nauc_mrr_at_3_max value: 59.1321 - type: nauc_mrr_at_3_std value: 35.067 - type: nauc_mrr_at_3_diff1 value: 53.4505 - type: nauc_mrr_at_5_max value: 59.39149999999999 - type: nauc_mrr_at_5_std value: 33.6519 - type: nauc_mrr_at_5_diff1 value: 53.7743 - type: nauc_mrr_at_10_max value: 59.6483 - type: nauc_mrr_at_10_std value: 33.537 - type: nauc_mrr_at_10_diff1 value: 53.75149999999999 - type: nauc_mrr_at_20_max value: 59.4701 - type: nauc_mrr_at_20_std value: 33.3212 - type: nauc_mrr_at_20_diff1 value: 53.690000000000005 - type: nauc_mrr_at_100_max value: 59.3928 - type: nauc_mrr_at_100_std value: 33.329 - type: nauc_mrr_at_100_diff1 value: 53.7903 - type: nauc_mrr_at_1000_max value: 59.391400000000004 - type: nauc_mrr_at_1000_std value: 33.3331 - type: nauc_mrr_at_1000_diff1 value: 53.797399999999996 - type: main_score value: 52.476 task: type: Retrieval - dataset: config: default name: MTEB EmotionClassification (default) revision: 4f58c6b202a23cf9a4da393831edf4f9183cad37 split: test type: mteb/emotion metrics: - type: accuracy value: 87.72999999999999 - type: f1 value: 83.03399999999999 - type: f1_weighted value: 88.0873 - type: main_score value: 87.72999999999999 task: type: Classification - dataset: config: default name: MTEB FEVER (default) revision: bea83ef9e8fb933d90a2f1d5515737465d613e12 split: test type: mteb/fever metrics: - type: ndcg_at_1 value: 93.849 - type: ndcg_at_3 value: 94.08800000000001 - type: ndcg_at_5 value: 94.459 - type: ndcg_at_10 value: 94.806 - type: ndcg_at_20 value: 95.06 - type: ndcg_at_100 value: 95.338 - type: ndcg_at_1000 value: 95.465 - type: map_at_1 value: 87.21900000000001 - type: map_at_3 value: 92.16 - type: map_at_5 value: 92.607 - type: map_at_10 value: 92.88300000000001 - type: map_at_20 value: 93.009 - type: map_at_100 value: 93.07600000000001 - type: map_at_1000 value: 93.085 - type: recall_at_1 value: 87.21900000000001 - type: recall_at_3 value: 95.082 - type: recall_at_5 value: 96.09299999999999 - type: recall_at_10 value: 97.024 - type: recall_at_20 value: 97.773 - type: recall_at_100 value: 98.901 - type: recall_at_1000 value: 99.629 - type: precision_at_1 value: 93.849 - type: precision_at_3 value: 35.154 - type: precision_at_5 value: 21.557000000000002 - type: precision_at_10 value: 11.031 - type: precision_at_20 value: 5.622 - type: precision_at_100 value: 1.155 - type: precision_at_1000 value: 0.11800000000000001 - type: mrr_at_1 value: 93.8494 - type: mrr_at_3 value: 96.43209999999999 - type: mrr_at_5 value: 96.4914 - type: mrr_at_10 value: 96.5095 - type: mrr_at_20 value: 96.5154 - type: mrr_at_100 value: 96.52340000000001 - type: mrr_at_1000 value: 96.5235 - type: nauc_ndcg_at_1_max value: 22.8567 - type: nauc_ndcg_at_1_std value: -28.435 - type: nauc_ndcg_at_1_diff1 value: 83.3685 - type: nauc_ndcg_at_3_max value: 25.3199 - type: nauc_ndcg_at_3_std value: -8.9749 - type: nauc_ndcg_at_3_diff1 value: 51.326499999999996 - type: nauc_ndcg_at_5_max value: 24.3802 - type: nauc_ndcg_at_5_std value: -8.0152 - type: nauc_ndcg_at_5_diff1 value: 50.26389999999999 - type: nauc_ndcg_at_10_max value: 25.0331 - type: nauc_ndcg_at_10_std value: -7.0646 - type: nauc_ndcg_at_10_diff1 value: 50.2641 - type: nauc_ndcg_at_20_max value: 25.342399999999998 - type: nauc_ndcg_at_20_std value: -7.000000000000001 - type: nauc_ndcg_at_20_diff1 value: 51.2941 - type: nauc_ndcg_at_100_max value: 25.7293 - type: nauc_ndcg_at_100_std value: -7.8615 - type: nauc_ndcg_at_100_diff1 value: 53.529700000000005 - type: nauc_ndcg_at_1000_max value: 25.565500000000004 - type: nauc_ndcg_at_1000_std value: -9.2169 - type: nauc_ndcg_at_1000_diff1 value: 54.8992 - type: nauc_map_at_1_max value: 22.5516 - type: nauc_map_at_1_std value: -11.0841 - type: nauc_map_at_1_diff1 value: 60.23929999999999 - type: nauc_map_at_3_max value: 23.7695 - type: nauc_map_at_3_std value: -8.1368 - type: nauc_map_at_3_diff1 value: 50.648 - type: nauc_map_at_5_max value: 23.7918 - type: nauc_map_at_5_std value: -8.023 - type: nauc_map_at_5_diff1 value: 50.8238 - type: nauc_map_at_10_max value: 24.305 - type: nauc_map_at_10_std value: -7.5793 - type: nauc_map_at_10_diff1 value: 51.1269 - type: nauc_map_at_20_max value: 24.458099999999998 - type: nauc_map_at_20_std value: -7.541399999999999 - type: nauc_map_at_20_diff1 value: 51.4841 - type: nauc_map_at_100_max value: 24.562 - type: nauc_map_at_100_std value: -7.6588 - type: nauc_map_at_100_diff1 value: 51.8489 - type: nauc_map_at_1000_max value: 24.5627 - type: nauc_map_at_1000_std value: -7.7154 - type: nauc_map_at_1000_diff1 value: 51.9049 - type: nauc_recall_at_1_max value: 22.5516 - type: nauc_recall_at_1_std value: -11.0841 - type: nauc_recall_at_1_diff1 value: 60.23929999999999 - type: nauc_recall_at_3_max value: 25.117 - type: nauc_recall_at_3_std value: 4.056 - type: nauc_recall_at_3_diff1 value: 28.1752 - type: nauc_recall_at_5_max value: 24.776999999999997 - type: nauc_recall_at_5_std value: 9.3384 - type: nauc_recall_at_5_diff1 value: 22.5866 - type: nauc_recall_at_10_max value: 28.2575 - type: nauc_recall_at_10_std value: 18.0012 - type: nauc_recall_at_10_diff1 value: 16.8302 - type: nauc_recall_at_20_max value: 30.4282 - type: nauc_recall_at_20_std value: 27.020100000000003 - type: nauc_recall_at_20_diff1 value: 12.195 - type: nauc_recall_at_100_max value: 40.7633 - type: nauc_recall_at_100_std value: 47.6965 - type: nauc_recall_at_100_diff1 value: 9.647 - type: nauc_recall_at_1000_max value: 53.4871 - type: nauc_recall_at_1000_std value: 58.3394 - type: nauc_recall_at_1000_diff1 value: 16.0846 - type: nauc_precision_at_1_max value: 22.8567 - type: nauc_precision_at_1_std value: -28.435 - type: nauc_precision_at_1_diff1 value: 83.3685 - type: nauc_precision_at_3_max value: -7.2411 - type: nauc_precision_at_3_std value: -0.819 - type: nauc_precision_at_3_diff1 value: -25.5367 - type: nauc_precision_at_5_max value: -8.8802 - type: nauc_precision_at_5_std value: 0.4376 - type: nauc_precision_at_5_diff1 value: -26.209100000000003 - type: nauc_precision_at_10_max value: -7.9997 - type: nauc_precision_at_10_std value: 1.9876999999999998 - type: nauc_precision_at_10_diff1 value: -24.851200000000002 - type: nauc_precision_at_20_max value: -7.5102 - type: nauc_precision_at_20_std value: 2.2863 - type: nauc_precision_at_20_diff1 value: -23.224 - type: nauc_precision_at_100_max value: -8.2868 - type: nauc_precision_at_100_std value: 0.9126000000000001 - type: nauc_precision_at_100_diff1 value: -21.0977 - type: nauc_precision_at_1000_max value: -9.5708 - type: nauc_precision_at_1000_std value: -2.0409 - type: nauc_precision_at_1000_diff1 value: -18.6371 - type: nauc_mrr_at_1_max value: 22.8567 - type: nauc_mrr_at_1_std value: -28.435 - type: nauc_mrr_at_1_diff1 value: 83.3685 - type: nauc_mrr_at_3_max value: 25.0204 - type: nauc_mrr_at_3_std value: -29.9704 - type: nauc_mrr_at_3_diff1 value: 79.9868 - type: nauc_mrr_at_5_max value: 24.4871 - type: nauc_mrr_at_5_std value: -29.5127 - type: nauc_mrr_at_5_diff1 value: 79.8468 - type: nauc_mrr_at_10_max value: 24.543400000000002 - type: nauc_mrr_at_10_std value: -29.243799999999997 - type: nauc_mrr_at_10_diff1 value: 79.8492 - type: nauc_mrr_at_20_max value: 24.4687 - type: nauc_mrr_at_20_std value: -29.2678 - type: nauc_mrr_at_20_diff1 value: 79.9428 - type: nauc_mrr_at_100_max value: 24.43 - type: nauc_mrr_at_100_std value: -29.3424 - type: nauc_mrr_at_100_diff1 value: 80.1115 - type: nauc_mrr_at_1000_max value: 24.429699999999997 - type: nauc_mrr_at_1000_std value: -29.3431 - type: nauc_mrr_at_1000_diff1 value: 80.1118 - type: main_score value: 94.806 task: type: Retrieval - dataset: config: default name: MTEB FiQA2018 (default) revision: 27a168819829fe9bcd655c2df245fb19452e8e06 split: test type: mteb/fiqa metrics: - type: ndcg_at_1 value: 59.721999999999994 - type: ndcg_at_3 value: 55.584 - type: ndcg_at_5 value: 56.852000000000004 - type: ndcg_at_10 value: 60.118 - type: ndcg_at_20 value: 62.756 - type: ndcg_at_100 value: 66.434 - type: ndcg_at_1000 value: 67.796 - type: map_at_1 value: 31.213 - type: map_at_3 value: 45.164 - type: map_at_5 value: 48.66 - type: map_at_10 value: 51.637 - type: map_at_20 value: 52.886 - type: map_at_100 value: 53.785000000000004 - type: map_at_1000 value: 53.886 - type: recall_at_1 value: 31.213 - type: recall_at_3 value: 50.105 - type: recall_at_5 value: 57.714 - type: recall_at_10 value: 67.93900000000001 - type: recall_at_20 value: 75.901 - type: recall_at_100 value: 90.424 - type: recall_at_1000 value: 98.24300000000001 - type: precision_at_1 value: 59.721999999999994 - type: precision_at_3 value: 36.986000000000004 - type: precision_at_5 value: 26.883000000000003 - type: precision_at_10 value: 16.558999999999997 - type: precision_at_20 value: 9.468 - type: precision_at_100 value: 2.332 - type: precision_at_1000 value: 0.258 - type: mrr_at_1 value: 59.7222 - type: mrr_at_3 value: 65.1492 - type: mrr_at_5 value: 66.376 - type: mrr_at_10 value: 67.3183 - type: mrr_at_20 value: 67.6241 - type: mrr_at_100 value: 67.8682 - type: mrr_at_1000 value: 67.8792 - type: nauc_ndcg_at_1_max value: 43.5471 - type: nauc_ndcg_at_1_std value: -7.1188 - type: nauc_ndcg_at_1_diff1 value: 62.971900000000005 - type: nauc_ndcg_at_3_max value: 34.357 - type: nauc_ndcg_at_3_std value: -10.8661 - type: nauc_ndcg_at_3_diff1 value: 47.8167 - type: nauc_ndcg_at_5_max value: 32.3401 - type: nauc_ndcg_at_5_std value: -10.3064 - type: nauc_ndcg_at_5_diff1 value: 47.248200000000004 - type: nauc_ndcg_at_10_max value: 33.4274 - type: nauc_ndcg_at_10_std value: -6.7193000000000005 - type: nauc_ndcg_at_10_diff1 value: 48.5323 - type: nauc_ndcg_at_20_max value: 35.2779 - type: nauc_ndcg_at_20_std value: -4.914700000000001 - type: nauc_ndcg_at_20_diff1 value: 48.952200000000005 - type: nauc_ndcg_at_100_max value: 35.7555 - type: nauc_ndcg_at_100_std value: -4.0120000000000005 - type: nauc_ndcg_at_100_diff1 value: 49.684200000000004 - type: nauc_ndcg_at_1000_max value: 36.836999999999996 - type: nauc_ndcg_at_1000_std value: -5.0826 - type: nauc_ndcg_at_1000_diff1 value: 49.9576 - type: nauc_map_at_1_max value: 12.3228 - type: nauc_map_at_1_std value: -6.8317000000000005 - type: nauc_map_at_1_diff1 value: 52.012499999999996 - type: nauc_map_at_3_max value: 22.758300000000002 - type: nauc_map_at_3_std value: -10.415199999999999 - type: nauc_map_at_3_diff1 value: 48.8788 - type: nauc_map_at_5_max value: 26.2402 - type: nauc_map_at_5_std value: -9.831199999999999 - type: nauc_map_at_5_diff1 value: 47.2214 - type: nauc_map_at_10_max value: 28.962 - type: nauc_map_at_10_std value: -8.847900000000001 - type: nauc_map_at_10_diff1 value: 47.177 - type: nauc_map_at_20_max value: 30.252699999999997 - type: nauc_map_at_20_std value: -7.994 - type: nauc_map_at_20_diff1 value: 47.2329 - type: nauc_map_at_100_max value: 30.621 - type: nauc_map_at_100_std value: -7.5253 - type: nauc_map_at_100_diff1 value: 47.2401 - type: nauc_map_at_1000_max value: 30.6957 - type: nauc_map_at_1000_std value: -7.570200000000001 - type: nauc_map_at_1000_diff1 value: 47.2385 - type: nauc_recall_at_1_max value: 12.3228 - type: nauc_recall_at_1_std value: -6.8317000000000005 - type: nauc_recall_at_1_diff1 value: 52.012499999999996 - type: nauc_recall_at_3_max value: 18.8278 - type: nauc_recall_at_3_std value: -11.0181 - type: nauc_recall_at_3_diff1 value: 42.853 - type: nauc_recall_at_5_max value: 20.494699999999998 - type: nauc_recall_at_5_std value: -10.1645 - type: nauc_recall_at_5_diff1 value: 38.1874 - type: nauc_recall_at_10_max value: 24.264 - type: nauc_recall_at_10_std value: -1.4449999999999998 - type: nauc_recall_at_10_diff1 value: 35.9821 - type: nauc_recall_at_20_max value: 27.699 - type: nauc_recall_at_20_std value: 5.3731 - type: nauc_recall_at_20_diff1 value: 34.8722 - type: nauc_recall_at_100_max value: 17.296 - type: nauc_recall_at_100_std value: 22.0343 - type: nauc_recall_at_100_diff1 value: 31.7347 - type: nauc_recall_at_1000_max value: 30.353 - type: nauc_recall_at_1000_std value: 48.0299 - type: nauc_recall_at_1000_diff1 value: 24.395500000000002 - type: nauc_precision_at_1_max value: 43.5471 - type: nauc_precision_at_1_std value: -7.1188 - type: nauc_precision_at_1_diff1 value: 62.971900000000005 - type: nauc_precision_at_3_max value: 39.456599999999995 - type: nauc_precision_at_3_std value: -6.9102 - type: nauc_precision_at_3_diff1 value: 21.7063 - type: nauc_precision_at_5_max value: 39.5105 - type: nauc_precision_at_5_std value: -4.0794999999999995 - type: nauc_precision_at_5_diff1 value: 11.556700000000001 - type: nauc_precision_at_10_max value: 38.1647 - type: nauc_precision_at_10_std value: 1.0857999999999999 - type: nauc_precision_at_10_diff1 value: 3.9246000000000003 - type: nauc_precision_at_20_max value: 38.1511 - type: nauc_precision_at_20_std value: 5.1094 - type: nauc_precision_at_20_diff1 value: -0.468 - type: nauc_precision_at_100_max value: 30.9215 - type: nauc_precision_at_100_std value: 7.5769 - type: nauc_precision_at_100_diff1 value: -8.6537 - type: nauc_precision_at_1000_max value: 28.324899999999996 - type: nauc_precision_at_1000_std value: 4.0066999999999995 - type: nauc_precision_at_1000_diff1 value: -13.2833 - type: nauc_mrr_at_1_max value: 43.5471 - type: nauc_mrr_at_1_std value: -7.1188 - type: nauc_mrr_at_1_diff1 value: 62.971900000000005 - type: nauc_mrr_at_3_max value: 44.7938 - type: nauc_mrr_at_3_std value: -8.1318 - type: nauc_mrr_at_3_diff1 value: 60.6936 - type: nauc_mrr_at_5_max value: 44.398199999999996 - type: nauc_mrr_at_5_std value: -8.0999 - type: nauc_mrr_at_5_diff1 value: 60.2421 - type: nauc_mrr_at_10_max value: 44.7636 - type: nauc_mrr_at_10_std value: -6.6530000000000005 - type: nauc_mrr_at_10_diff1 value: 60.168 - type: nauc_mrr_at_20_max value: 44.5856 - type: nauc_mrr_at_20_std value: -6.786300000000001 - type: nauc_mrr_at_20_diff1 value: 60.224999999999994 - type: nauc_mrr_at_100_max value: 44.554899999999996 - type: nauc_mrr_at_100_std value: -6.819400000000001 - type: nauc_mrr_at_100_diff1 value: 60.379400000000004 - type: nauc_mrr_at_1000_max value: 44.5589 - type: nauc_mrr_at_1000_std value: -6.8267 - type: nauc_mrr_at_1000_diff1 value: 60.3766 - type: main_score value: 60.118 task: type: Retrieval - dataset: config: default name: MTEB HotpotQA (default) revision: ab518f4d6fcca38d87c25209f94beba119d02014 split: test type: mteb/hotpotqa metrics: - type: ndcg_at_1 value: 87.576 - type: ndcg_at_3 value: 73.276 - type: ndcg_at_5 value: 75.717 - type: ndcg_at_10 value: 77.681 - type: ndcg_at_20 value: 78.865 - type: ndcg_at_100 value: 80.42 - type: ndcg_at_1000 value: 81.34 - type: map_at_1 value: 43.788 - type: map_at_3 value: 66.769 - type: map_at_5 value: 68.811 - type: map_at_10 value: 70.06099999999999 - type: map_at_20 value: 70.565 - type: map_at_100 value: 70.901 - type: map_at_1000 value: 70.955 - type: recall_at_1 value: 43.788 - type: recall_at_3 value: 70.27 - type: recall_at_5 value: 75.098 - type: recall_at_10 value: 79.99300000000001 - type: recall_at_20 value: 83.795 - type: recall_at_100 value: 90.621 - type: recall_at_1000 value: 96.577 - type: precision_at_1 value: 87.576 - type: precision_at_3 value: 46.847 - type: precision_at_5 value: 30.038999999999998 - type: precision_at_10 value: 15.998999999999999 - type: precision_at_20 value: 8.379 - type: precision_at_100 value: 1.812 - type: precision_at_1000 value: 0.193 - type: mrr_at_1 value: 87.576 - type: mrr_at_3 value: 90.7968 - type: mrr_at_5 value: 91.135 - type: mrr_at_10 value: 91.3228 - type: mrr_at_20 value: 91.3865 - type: mrr_at_100 value: 91.41709999999999 - type: mrr_at_1000 value: 91.4191 - type: nauc_ndcg_at_1_max value: 52.9848 - type: nauc_ndcg_at_1_std value: -7.4415 - type: nauc_ndcg_at_1_diff1 value: 74.138 - type: nauc_ndcg_at_3_max value: 18.2608 - type: nauc_ndcg_at_3_std value: 2.8652 - type: nauc_ndcg_at_3_diff1 value: 8.2423 - type: nauc_ndcg_at_5_max value: 18.7809 - type: nauc_ndcg_at_5_std value: 5.266 - type: nauc_ndcg_at_5_diff1 value: 8.2429 - type: nauc_ndcg_at_10_max value: 20.0532 - type: nauc_ndcg_at_10_std value: 7.7897 - type: nauc_ndcg_at_10_diff1 value: 8.953 - type: nauc_ndcg_at_20_max value: 20.921 - type: nauc_ndcg_at_20_std value: 9.1425 - type: nauc_ndcg_at_20_diff1 value: 9.8906 - type: nauc_ndcg_at_100_max value: 22.0304 - type: nauc_ndcg_at_100_std value: 10.200099999999999 - type: nauc_ndcg_at_100_diff1 value: 10.8734 - type: nauc_ndcg_at_1000_max value: 22.4498 - type: nauc_ndcg_at_1000_std value: 9.0443 - type: nauc_ndcg_at_1000_diff1 value: 11.950800000000001 - type: nauc_map_at_1_max value: 52.9848 - type: nauc_map_at_1_std value: -7.4415 - type: nauc_map_at_1_diff1 value: 74.138 - type: nauc_map_at_3_max value: 14.394599999999999 - type: nauc_map_at_3_std value: 3.0435 - type: nauc_map_at_3_diff1 value: 2.7293000000000003 - type: nauc_map_at_5_max value: 15.001000000000001 - type: nauc_map_at_5_std value: 4.8138 - type: nauc_map_at_5_diff1 value: 3.0212 - type: nauc_map_at_10_max value: 15.770600000000002 - type: nauc_map_at_10_std value: 6.1151 - type: nauc_map_at_10_diff1 value: 3.546 - type: nauc_map_at_20_max value: 16.0909 - type: nauc_map_at_20_std value: 6.5694 - type: nauc_map_at_20_diff1 value: 3.8928 - type: nauc_map_at_100_max value: 16.2717 - type: nauc_map_at_100_std value: 6.7403 - type: nauc_map_at_100_diff1 value: 4.0282 - type: nauc_map_at_1000_max value: 16.284399999999998 - type: nauc_map_at_1000_std value: 6.6972000000000005 - type: nauc_map_at_1000_diff1 value: 4.0631 - type: nauc_recall_at_1_max value: 52.9848 - type: nauc_recall_at_1_std value: -7.4415 - type: nauc_recall_at_1_diff1 value: 74.138 - type: nauc_recall_at_3_max value: 11.933 - type: nauc_recall_at_3_std value: 5.3739 - type: nauc_recall_at_3_diff1 value: -3.9494000000000002 - type: nauc_recall_at_5_max value: 12.087100000000001 - type: nauc_recall_at_5_std value: 9.9072 - type: nauc_recall_at_5_diff1 value: -5.1775 - type: nauc_recall_at_10_max value: 13.96 - type: nauc_recall_at_10_std value: 16.7674 - type: nauc_recall_at_10_diff1 value: -5.56 - type: nauc_recall_at_20_max value: 15.7857 - type: nauc_recall_at_20_std value: 22.8973 - type: nauc_recall_at_20_diff1 value: -4.7106 - type: nauc_recall_at_100_max value: 20.7038 - type: nauc_recall_at_100_std value: 38.0023 - type: nauc_recall_at_100_diff1 value: -5.9268 - type: nauc_recall_at_1000_max value: 31.1577 - type: nauc_recall_at_1000_std value: 51.5596 - type: nauc_recall_at_1000_diff1 value: -3.6110999999999995 - type: nauc_precision_at_1_max value: 52.9848 - type: nauc_precision_at_1_std value: -7.4415 - type: nauc_precision_at_1_diff1 value: 74.138 - type: nauc_precision_at_3_max value: 11.933 - type: nauc_precision_at_3_std value: 5.3739 - type: nauc_precision_at_3_diff1 value: -3.9494000000000002 - type: nauc_precision_at_5_max value: 12.087100000000001 - type: nauc_precision_at_5_std value: 9.9072 - type: nauc_precision_at_5_diff1 value: -5.1775 - type: nauc_precision_at_10_max value: 13.96 - type: nauc_precision_at_10_std value: 16.7674 - type: nauc_precision_at_10_diff1 value: -5.56 - type: nauc_precision_at_20_max value: 15.7857 - type: nauc_precision_at_20_std value: 22.8973 - type: nauc_precision_at_20_diff1 value: -4.7106 - type: nauc_precision_at_100_max value: 20.7038 - type: nauc_precision_at_100_std value: 38.0023 - type: nauc_precision_at_100_diff1 value: -5.9268 - type: nauc_precision_at_1000_max value: 31.1577 - type: nauc_precision_at_1000_std value: 51.5596 - type: nauc_precision_at_1000_diff1 value: -3.6110999999999995 - type: nauc_mrr_at_1_max value: 52.9848 - type: nauc_mrr_at_1_std value: -7.4415 - type: nauc_mrr_at_1_diff1 value: 74.138 - type: nauc_mrr_at_3_max value: 56.448100000000004 - type: nauc_mrr_at_3_std value: -5.8551 - type: nauc_mrr_at_3_diff1 value: 73.5421 - type: nauc_mrr_at_5_max value: 56.3061 - type: nauc_mrr_at_5_std value: -5.8522 - type: nauc_mrr_at_5_diff1 value: 73.78190000000001 - type: nauc_mrr_at_10_max value: 56.2413 - type: nauc_mrr_at_10_std value: -5.6768 - type: nauc_mrr_at_10_diff1 value: 73.8144 - type: nauc_mrr_at_20_max value: 56.1659 - type: nauc_mrr_at_20_std value: -5.7085 - type: nauc_mrr_at_20_diff1 value: 73.8173 - type: nauc_mrr_at_100_max value: 56.1251 - type: nauc_mrr_at_100_std value: -5.7101 - type: nauc_mrr_at_100_diff1 value: 73.8056 - type: nauc_mrr_at_1000_max value: 56.118199999999995 - type: nauc_mrr_at_1000_std value: -5.723000000000001 - type: nauc_mrr_at_1000_diff1 value: 73.8034 - type: main_score value: 77.681 task: type: Retrieval - dataset: config: default name: MTEB ImdbClassification (default) revision: 3d86128a09e091d6018b6d26cad27f2739fc2db7 split: test type: mteb/imdb metrics: - type: accuracy value: 96.9528 - type: f1 value: 96.95270000000001 - type: f1_weighted value: 96.95270000000001 - type: ap value: 95.35130000000001 - type: ap_weighted value: 95.35130000000001 - type: main_score value: 96.9528 task: type: Classification - dataset: config: default name: MTEB MSMARCO (default) revision: c5a29a104738b98a9e76336939199e264163d4a0 split: test type: mteb/msmarco metrics: - type: ndcg_at_1 value: 74.031 - type: ndcg_at_3 value: 73.195 - type: ndcg_at_5 value: 73.662 - type: ndcg_at_10 value: 72.125 - type: ndcg_at_20 value: 70.85000000000001 - type: ndcg_at_100 value: 67.414 - type: ndcg_at_1000 value: 76.541 - type: map_at_1 value: 1.7420000000000002 - type: map_at_3 value: 5.6930000000000005 - type: map_at_5 value: 9.209 - type: map_at_10 value: 15.546 - type: map_at_20 value: 25.465 - type: map_at_100 value: 44.432 - type: map_at_1000 value: 55.001 - type: recall_at_1 value: 1.7420000000000002 - type: recall_at_3 value: 6.239 - type: recall_at_5 value: 10.144 - type: recall_at_10 value: 17.2 - type: recall_at_20 value: 28.627999999999997 - type: recall_at_100 value: 55.80500000000001 - type: recall_at_1000 value: 85.225 - type: precision_at_1 value: 93.023 - type: precision_at_3 value: 89.14699999999999 - type: precision_at_5 value: 87.442 - type: precision_at_10 value: 81.628 - type: precision_at_20 value: 74.767 - type: precision_at_100 value: 41.0 - type: precision_at_1000 value: 7.993 - type: mrr_at_1 value: 93.02329999999999 - type: mrr_at_3 value: 94.9612 - type: mrr_at_5 value: 94.9612 - type: mrr_at_10 value: 95.2935 - type: mrr_at_20 value: 95.2935 - type: mrr_at_100 value: 95.2935 - type: mrr_at_1000 value: 95.2935 - type: nauc_ndcg_at_1_max value: 5.808 - type: nauc_ndcg_at_1_std value: 3.4133999999999998 - type: nauc_ndcg_at_1_diff1 value: 18.6161 - type: nauc_ndcg_at_3_max value: 1.8094 - type: nauc_ndcg_at_3_std value: 6.409800000000001 - type: nauc_ndcg_at_3_diff1 value: -1.0893 - type: nauc_ndcg_at_5_max value: 8.3792 - type: nauc_ndcg_at_5_std value: 18.852 - type: nauc_ndcg_at_5_diff1 value: -5.8369 - type: nauc_ndcg_at_10_max value: 12.6979 - type: nauc_ndcg_at_10_std value: 29.590600000000002 - type: nauc_ndcg_at_10_diff1 value: -17.357400000000002 - type: nauc_ndcg_at_20_max value: 16.3643 - type: nauc_ndcg_at_20_std value: 41.002100000000006 - type: nauc_ndcg_at_20_diff1 value: -28.5122 - type: nauc_ndcg_at_100_max value: 22.3021 - type: nauc_ndcg_at_100_std value: 44.0851 - type: nauc_ndcg_at_100_diff1 value: -28.722199999999997 - type: nauc_ndcg_at_1000_max value: 37.6075 - type: nauc_ndcg_at_1000_std value: 54.0376 - type: nauc_ndcg_at_1000_diff1 value: -54.40089999999999 - type: nauc_map_at_1_max value: -0.6242 - type: nauc_map_at_1_std value: -20.7471 - type: nauc_map_at_1_diff1 value: 15.016599999999999 - type: nauc_map_at_3_max value: -11.877600000000001 - type: nauc_map_at_3_std value: -32.7309 - type: nauc_map_at_3_diff1 value: 23.3039 - type: nauc_map_at_5_max value: -9.616299999999999 - type: nauc_map_at_5_std value: -31.3633 - type: nauc_map_at_5_diff1 value: 23.4955 - type: nauc_map_at_10_max value: -5.2948 - type: nauc_map_at_10_std value: -26.6057 - type: nauc_map_at_10_diff1 value: 11.809 - type: nauc_map_at_20_max value: 0.726 - type: nauc_map_at_20_std value: -16.2435 - type: nauc_map_at_20_diff1 value: -0.22590000000000002 - type: nauc_map_at_100_max value: 5.0722000000000005 - type: nauc_map_at_100_std value: 10.9039 - type: nauc_map_at_100_diff1 value: -22.506300000000003 - type: nauc_map_at_1000_max value: 16.916900000000002 - type: nauc_map_at_1000_std value: 44.9188 - type: nauc_map_at_1000_diff1 value: -42.5153 - type: nauc_recall_at_1_max value: -0.6242 - type: nauc_recall_at_1_std value: -20.7471 - type: nauc_recall_at_1_diff1 value: 15.016599999999999 - type: nauc_recall_at_3_max value: -14.397599999999999 - type: nauc_recall_at_3_std value: -37.3357 - type: nauc_recall_at_3_diff1 value: 28.910999999999998 - type: nauc_recall_at_5_max value: -10.8675 - type: nauc_recall_at_5_std value: -35.6508 - type: nauc_recall_at_5_diff1 value: 29.029899999999998 - type: nauc_recall_at_10_max value: -7.1036 - type: nauc_recall_at_10_std value: -32.289899999999996 - type: nauc_recall_at_10_diff1 value: 18.003 - type: nauc_recall_at_20_max value: -0.7873 - type: nauc_recall_at_20_std value: -22.5736 - type: nauc_recall_at_20_diff1 value: 5.739 - type: nauc_recall_at_100_max value: 5.9131 - type: nauc_recall_at_100_std value: -0.3801 - type: nauc_recall_at_100_diff1 value: -11.869200000000001 - type: nauc_recall_at_1000_max value: 50.1934 - type: nauc_recall_at_1000_std value: 50.9097 - type: nauc_recall_at_1000_diff1 value: -77.5096 - type: nauc_precision_at_1_max value: 32.785199999999996 - type: nauc_precision_at_1_std value: 90.7166 - type: nauc_precision_at_1_diff1 value: -32.6408 - type: nauc_precision_at_3_max value: -22.7764 - type: nauc_precision_at_3_std value: 38.2564 - type: nauc_precision_at_3_diff1 value: -66.46039999999999 - type: nauc_precision_at_5_max value: 11.9267 - type: nauc_precision_at_5_std value: 55.9565 - type: nauc_precision_at_5_diff1 value: -56.577299999999994 - type: nauc_precision_at_10_max value: 20.6097 - type: nauc_precision_at_10_std value: 58.138999999999996 - type: nauc_precision_at_10_diff1 value: -62.803399999999996 - type: nauc_precision_at_20_max value: 19.4727 - type: nauc_precision_at_20_std value: 62.3858 - type: nauc_precision_at_20_diff1 value: -61.2012 - type: nauc_precision_at_100_max value: 14.5366 - type: nauc_precision_at_100_std value: 56.5281 - type: nauc_precision_at_100_diff1 value: -37.4451 - type: nauc_precision_at_1000_max value: 12.975100000000001 - type: nauc_precision_at_1000_std value: 58.751 - type: nauc_precision_at_1000_diff1 value: -35.151199999999996 - type: nauc_mrr_at_1_max value: 32.785199999999996 - type: nauc_mrr_at_1_std value: 90.7166 - type: nauc_mrr_at_1_diff1 value: -32.6408 - type: nauc_mrr_at_3_max value: 41.394999999999996 - type: nauc_mrr_at_3_std value: 91.4307 - type: nauc_mrr_at_3_diff1 value: -30.185499999999998 - type: nauc_mrr_at_5_max value: 41.394999999999996 - type: nauc_mrr_at_5_std value: 91.4307 - type: nauc_mrr_at_5_diff1 value: -30.185499999999998 - type: nauc_mrr_at_10_max value: 37.2582 - type: nauc_mrr_at_10_std value: 90.8258 - type: nauc_mrr_at_10_diff1 value: -28.2975 - type: nauc_mrr_at_20_max value: 37.2582 - type: nauc_mrr_at_20_std value: 90.8258 - type: nauc_mrr_at_20_diff1 value: -28.2975 - type: nauc_mrr_at_100_max value: 37.2582 - type: nauc_mrr_at_100_std value: 90.8258 - type: nauc_mrr_at_100_diff1 value: -28.2975 - type: nauc_mrr_at_1000_max value: 37.2582 - type: nauc_mrr_at_1000_std value: 90.8258 - type: nauc_mrr_at_1000_diff1 value: -28.2975 - type: main_score value: 72.125 task: type: Retrieval - dataset: config: en name: MTEB MTOPDomainClassification (en) revision: d80d48c1eb48d3562165c59d59d0034df9fff0bf split: test type: mteb/mtop_domain metrics: - type: accuracy value: 99.1701 - type: f1 value: 99.07639999999999 - type: f1_weighted value: 99.1712 - type: main_score value: 99.1701 task: type: Classification - dataset: config: en name: MTEB MTOPIntentClassification (en) revision: ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba split: test type: mteb/mtop_intent metrics: - type: accuracy value: 91.48429999999999 - type: f1 value: 72.55080000000001 - type: f1_weighted value: 91.72449999999999 - type: main_score value: 91.48429999999999 task: type: Classification - dataset: config: en name: MTEB MassiveIntentClassification (en) revision: 4672e20407010da34463acc759c162ca9734bca6 split: test type: mteb/amazon_massive_intent metrics: - type: accuracy value: 85.306 - type: f1 value: 83.1076 - type: f1_weighted value: 84.4685 - type: main_score value: 85.306 task: type: Classification - dataset: config: en name: MTEB MassiveScenarioClassification (en) revision: fad2c6e8459f9e1c45d9315f4953d921437d70f8 split: test type: mteb/amazon_massive_scenario metrics: - type: accuracy value: 91.17349999999999 - type: f1 value: 90.15950000000001 - type: f1_weighted value: 90.802 - type: main_score value: 91.17349999999999 task: type: Classification - dataset: config: default name: MTEB MedrxivClusteringP2P (default) revision: e7a26af6f3ae46b30dde8737f02c07b1505bcc73 split: test type: mteb/medrxiv-clustering-p2p metrics: - type: v_measure value: 46.7494 - type: v_measure_std value: 1.2241 - type: main_score value: 46.7494 task: type: Clustering - dataset: config: default name: MTEB MedrxivClusteringS2S (default) revision: 35191c8c0dca72d8ff3efcd72aa802307d469663 split: test type: mteb/medrxiv-clustering-s2s metrics: - type: v_measure value: 44.9016 - type: v_measure_std value: 1.3978000000000002 - type: main_score value: 44.9016 task: type: Clustering - dataset: config: default name: MTEB MindSmallReranking (default) revision: 59042f120c80e8afa9cdbb224f67076cec0fc9a7 split: test type: mteb/mind_small metrics: - type: map value: 32.628099999999996 - type: mrr value: 33.8493 - type: nAUC_map_max value: -21.0204 - type: nAUC_map_std value: -5.1638 - type: nAUC_map_diff1 value: 10.4531 - type: nAUC_mrr_max value: -15.85 - type: nAUC_mrr_std value: -2.7011 - type: nAUC_mrr_diff1 value: 9.8352 - type: main_score value: 32.628099999999996 task: type: Reranking - dataset: config: default name: MTEB NFCorpus (default) revision: ec0fa4fe99da2ff19ca1214b7966684033a58814 split: test type: mteb/nfcorpus metrics: - type: ndcg_at_1 value: 54.954 - type: ndcg_at_3 value: 49.876 - type: ndcg_at_5 value: 47.038999999999994 - type: ndcg_at_10 value: 43.313 - type: ndcg_at_20 value: 41.086 - type: ndcg_at_100 value: 40.849999999999994 - type: ndcg_at_1000 value: 49.852000000000004 - type: map_at_1 value: 7.412000000000001 - type: map_at_3 value: 12.438 - type: map_at_5 value: 14.448 - type: map_at_10 value: 17.080000000000002 - type: map_at_20 value: 19.273 - type: map_at_100 value: 22.494 - type: map_at_1000 value: 24.490000000000002 - type: recall_at_1 value: 7.412000000000001 - type: recall_at_3 value: 13.682 - type: recall_at_5 value: 16.595 - type: recall_at_10 value: 21.726 - type: recall_at_20 value: 26.895999999999997 - type: recall_at_100 value: 42.345 - type: recall_at_1000 value: 74.752 - type: precision_at_1 value: 56.65599999999999 - type: precision_at_3 value: 46.646 - type: precision_at_5 value: 40.619 - type: precision_at_10 value: 31.796000000000003 - type: precision_at_20 value: 24.195 - type: precision_at_100 value: 10.65 - type: precision_at_1000 value: 2.4570000000000003 - type: mrr_at_1 value: 56.6563 - type: mrr_at_3 value: 63.2095 - type: mrr_at_5 value: 63.998999999999995 - type: mrr_at_10 value: 64.6678 - type: mrr_at_20 value: 64.96079999999999 - type: mrr_at_100 value: 65.13550000000001 - type: mrr_at_1000 value: 65.1606 - type: nauc_ndcg_at_1_max value: 36.932900000000004 - type: nauc_ndcg_at_1_std value: 18.8188 - type: nauc_ndcg_at_1_diff1 value: 19.8327 - type: nauc_ndcg_at_3_max value: 37.044 - type: nauc_ndcg_at_3_std value: 17.2918 - type: nauc_ndcg_at_3_diff1 value: 12.0583 - type: nauc_ndcg_at_5_max value: 36.1203 - type: nauc_ndcg_at_5_std value: 17.3222 - type: nauc_ndcg_at_5_diff1 value: 10.6337 - type: nauc_ndcg_at_10_max value: 35.2176 - type: nauc_ndcg_at_10_std value: 19.4608 - type: nauc_ndcg_at_10_diff1 value: 9.1899 - type: nauc_ndcg_at_20_max value: 34.3354 - type: nauc_ndcg_at_20_std value: 20.2528 - type: nauc_ndcg_at_20_diff1 value: 8.4017 - type: nauc_ndcg_at_100_max value: 36.2388 - type: nauc_ndcg_at_100_std value: 21.578500000000002 - type: nauc_ndcg_at_100_diff1 value: 10.639899999999999 - type: nauc_ndcg_at_1000_max value: 42.6963 - type: nauc_ndcg_at_1000_std value: 26.8738 - type: nauc_ndcg_at_1000_diff1 value: 10.3058 - type: nauc_map_at_1_max value: 3.4625999999999997 - type: nauc_map_at_1_std value: -18.5752 - type: nauc_map_at_1_diff1 value: 42.8963 - type: nauc_map_at_3_max value: 10.6291 - type: nauc_map_at_3_std value: -13.977500000000001 - type: nauc_map_at_3_diff1 value: 31.7847 - type: nauc_map_at_5_max value: 13.558200000000001 - type: nauc_map_at_5_std value: -13.120499999999998 - type: nauc_map_at_5_diff1 value: 29.016199999999998 - type: nauc_map_at_10_max value: 18.4615 - type: nauc_map_at_10_std value: -8.2696 - type: nauc_map_at_10_diff1 value: 24.9417 - type: nauc_map_at_20_max value: 22.4656 - type: nauc_map_at_20_std value: -3.5717 - type: nauc_map_at_20_diff1 value: 21.6654 - type: nauc_map_at_100_max value: 26.3009 - type: nauc_map_at_100_std value: 4.6873 - type: nauc_map_at_100_diff1 value: 18.1131 - type: nauc_map_at_1000_max value: 26.965 - type: nauc_map_at_1000_std value: 8.6958 - type: nauc_map_at_1000_diff1 value: 15.898499999999999 - type: nauc_recall_at_1_max value: 3.4625999999999997 - type: nauc_recall_at_1_std value: -18.5752 - type: nauc_recall_at_1_diff1 value: 42.8963 - type: nauc_recall_at_3_max value: 8.9686 - type: nauc_recall_at_3_std value: -13.836599999999999 - type: nauc_recall_at_3_diff1 value: 27.528799999999997 - type: nauc_recall_at_5_max value: 11.818900000000001 - type: nauc_recall_at_5_std value: -13.414499999999999 - type: nauc_recall_at_5_diff1 value: 24.535899999999998 - type: nauc_recall_at_10_max value: 15.515300000000002 - type: nauc_recall_at_10_std value: -7.9226 - type: nauc_recall_at_10_diff1 value: 19.0975 - type: nauc_recall_at_20_max value: 18.786 - type: nauc_recall_at_20_std value: -3.7244 - type: nauc_recall_at_20_diff1 value: 13.8233 - type: nauc_recall_at_100_max value: 21.3034 - type: nauc_recall_at_100_std value: 9.569600000000001 - type: nauc_recall_at_100_diff1 value: 4.5838 - type: nauc_recall_at_1000_max value: 18.991 - type: nauc_recall_at_1000_std value: 14.690100000000001 - type: nauc_recall_at_1000_diff1 value: -6.4048 - type: nauc_precision_at_1_max value: 38.888099999999994 - type: nauc_precision_at_1_std value: 19.6065 - type: nauc_precision_at_1_diff1 value: 18.8443 - type: nauc_precision_at_3_max value: 38.5528 - type: nauc_precision_at_3_std value: 22.456 - type: nauc_precision_at_3_diff1 value: -0.0451 - type: nauc_precision_at_5_max value: 36.9122 - type: nauc_precision_at_5_std value: 24.6269 - type: nauc_precision_at_5_diff1 value: -5.5478 - type: nauc_precision_at_10_max value: 35.3133 - type: nauc_precision_at_10_std value: 32.6397 - type: nauc_precision_at_10_diff1 value: -12.6832 - type: nauc_precision_at_20_max value: 31.1714 - type: nauc_precision_at_20_std value: 37.2027 - type: nauc_precision_at_20_diff1 value: -15.146 - type: nauc_precision_at_100_max value: 16.4786 - type: nauc_precision_at_100_std value: 41.3436 - type: nauc_precision_at_100_diff1 value: -19.1827 - type: nauc_precision_at_1000_max value: 5.0432999999999995 - type: nauc_precision_at_1000_std value: 34.5184 - type: nauc_precision_at_1000_diff1 value: -18.926399999999997 - type: nauc_mrr_at_1_max value: 38.888099999999994 - type: nauc_mrr_at_1_std value: 19.6065 - type: nauc_mrr_at_1_diff1 value: 18.8443 - type: nauc_mrr_at_3_max value: 43.250699999999995 - type: nauc_mrr_at_3_std value: 23.7515 - type: nauc_mrr_at_3_diff1 value: 18.895899999999997 - type: nauc_mrr_at_5_max value: 43.845600000000005 - type: nauc_mrr_at_5_std value: 23.7064 - type: nauc_mrr_at_5_diff1 value: 19.9659 - type: nauc_mrr_at_10_max value: 44.075900000000004 - type: nauc_mrr_at_10_std value: 24.7276 - type: nauc_mrr_at_10_diff1 value: 19.4665 - type: nauc_mrr_at_20_max value: 44.169599999999996 - type: nauc_mrr_at_20_std value: 24.6675 - type: nauc_mrr_at_20_diff1 value: 19.1246 - type: nauc_mrr_at_100_max value: 44.1064 - type: nauc_mrr_at_100_std value: 24.5961 - type: nauc_mrr_at_100_diff1 value: 19.1742 - type: nauc_mrr_at_1000_max value: 44.083099999999995 - type: nauc_mrr_at_1000_std value: 24.5796 - type: nauc_mrr_at_1000_diff1 value: 19.1781 - type: main_score value: 43.313 task: type: Retrieval - dataset: config: default name: MTEB NQ (default) revision: b774495ed302d8c44a3a7ea25c90dbce03968f31 split: test type: mteb/nq metrics: - type: ndcg_at_1 value: 52.751999999999995 - type: ndcg_at_3 value: 65.18599999999999 - type: ndcg_at_5 value: 68.931 - type: ndcg_at_10 value: 71.487 - type: ndcg_at_20 value: 72.694 - type: ndcg_at_100 value: 73.603 - type: ndcg_at_1000 value: 73.772 - type: map_at_1 value: 47.446 - type: map_at_3 value: 60.94500000000001 - type: map_at_5 value: 63.33 - type: map_at_10 value: 64.581 - type: map_at_20 value: 64.97800000000001 - type: map_at_100 value: 65.142 - type: map_at_1000 value: 65.15100000000001 - type: recall_at_1 value: 47.446 - type: recall_at_3 value: 74.13300000000001 - type: recall_at_5 value: 82.575 - type: recall_at_10 value: 89.827 - type: recall_at_20 value: 94.238 - type: recall_at_100 value: 98.646 - type: recall_at_1000 value: 99.846 - type: precision_at_1 value: 52.751999999999995 - type: precision_at_3 value: 28.910999999999998 - type: precision_at_5 value: 19.606 - type: precision_at_10 value: 10.8 - type: precision_at_20 value: 5.694 - type: precision_at_100 value: 1.199 - type: precision_at_1000 value: 0.122 - type: mrr_at_1 value: 52.751999999999995 - type: mrr_at_3 value: 64.10289999999999 - type: mrr_at_5 value: 65.8613 - type: mrr_at_10 value: 66.686 - type: mrr_at_20 value: 66.9409 - type: mrr_at_100 value: 67.0379 - type: mrr_at_1000 value: 67.0432 - type: nauc_ndcg_at_1_max value: 30.3808 - type: nauc_ndcg_at_1_std value: -5.9129000000000005 - type: nauc_ndcg_at_1_diff1 value: 47.0165 - type: nauc_ndcg_at_3_max value: 35.7466 - type: nauc_ndcg_at_3_std value: -8.3171 - type: nauc_ndcg_at_3_diff1 value: 41.8012 - type: nauc_ndcg_at_5_max value: 36.5622 - type: nauc_ndcg_at_5_std value: -7.2429 - type: nauc_ndcg_at_5_diff1 value: 41.8656 - type: nauc_ndcg_at_10_max value: 36.8005 - type: nauc_ndcg_at_10_std value: -6.1641 - type: nauc_ndcg_at_10_diff1 value: 42.9286 - type: nauc_ndcg_at_20_max value: 36.518 - type: nauc_ndcg_at_20_std value: -5.389200000000001 - type: nauc_ndcg_at_20_diff1 value: 43.249500000000005 - type: nauc_ndcg_at_100_max value: 35.918 - type: nauc_ndcg_at_100_std value: -5.2897 - type: nauc_ndcg_at_100_diff1 value: 43.4364 - type: nauc_ndcg_at_1000_max value: 35.5555 - type: nauc_ndcg_at_1000_std value: -5.657100000000001 - type: nauc_ndcg_at_1000_diff1 value: 43.2952 - type: nauc_map_at_1_max value: 27.845399999999998 - type: nauc_map_at_1_std value: -8.4687 - type: nauc_map_at_1_diff1 value: 46.1481 - type: nauc_map_at_3_max value: 33.8624 - type: nauc_map_at_3_std value: -8.7464 - type: nauc_map_at_3_diff1 value: 42.821 - type: nauc_map_at_5_max value: 34.3698 - type: nauc_map_at_5_std value: -7.893600000000001 - type: nauc_map_at_5_diff1 value: 42.869600000000005 - type: nauc_map_at_10_max value: 34.469899999999996 - type: nauc_map_at_10_std value: -7.372199999999999 - type: nauc_map_at_10_diff1 value: 43.2528 - type: nauc_map_at_20_max value: 34.4121 - type: nauc_map_at_20_std value: -7.1491 - type: nauc_map_at_20_diff1 value: 43.3789 - type: nauc_map_at_100_max value: 34.3433 - type: nauc_map_at_100_std value: -7.0851999999999995 - type: nauc_map_at_100_diff1 value: 43.3953 - type: nauc_map_at_1000_max value: 34.3293 - type: nauc_map_at_1000_std value: -7.096900000000001 - type: nauc_map_at_1000_diff1 value: 43.3893 - type: nauc_recall_at_1_max value: 27.845399999999998 - type: nauc_recall_at_1_std value: -8.4687 - type: nauc_recall_at_1_diff1 value: 46.1481 - type: nauc_recall_at_3_max value: 39.4993 - type: nauc_recall_at_3_std value: -10.2782 - type: nauc_recall_at_3_diff1 value: 36.239399999999996 - type: nauc_recall_at_5_max value: 43.7836 - type: nauc_recall_at_5_std value: -8.4871 - type: nauc_recall_at_5_diff1 value: 34.7778 - type: nauc_recall_at_10_max value: 50.5553 - type: nauc_recall_at_10_std value: -3.7254 - type: nauc_recall_at_10_diff1 value: 38.756800000000005 - type: nauc_recall_at_20_max value: 56.6151 - type: nauc_recall_at_20_std value: 7.4285000000000005 - type: nauc_recall_at_20_diff1 value: 39.919 - type: nauc_recall_at_100_max value: 79.1225 - type: nauc_recall_at_100_std value: 45.264700000000005 - type: nauc_recall_at_100_diff1 value: 52.2652 - type: nauc_recall_at_1000_max value: 75.74210000000001 - type: nauc_recall_at_1000_std value: 71.3295 - type: nauc_recall_at_1000_diff1 value: -2.503 - type: nauc_precision_at_1_max value: 30.3808 - type: nauc_precision_at_1_std value: -5.9129000000000005 - type: nauc_precision_at_1_diff1 value: 47.0165 - type: nauc_precision_at_3_max value: 30.1298 - type: nauc_precision_at_3_std value: 0.9233999999999999 - type: nauc_precision_at_3_diff1 value: 18.6972 - type: nauc_precision_at_5_max value: 24.6955 - type: nauc_precision_at_5_std value: 6.4975000000000005 - type: nauc_precision_at_5_diff1 value: 9.0141 - type: nauc_precision_at_10_max value: 17.7006 - type: nauc_precision_at_10_std value: 12.1744 - type: nauc_precision_at_10_diff1 value: 1.5388000000000002 - type: nauc_precision_at_20_max value: 11.473600000000001 - type: nauc_precision_at_20_std value: 16.2131 - type: nauc_precision_at_20_diff1 value: -4.3109 - type: nauc_precision_at_100_max value: 3.5707999999999998 - type: nauc_precision_at_100_std value: 18.5558 - type: nauc_precision_at_100_diff1 value: -10.8589 - type: nauc_precision_at_1000_max value: -0.23800000000000002 - type: nauc_precision_at_1000_std value: 16.941300000000002 - type: nauc_precision_at_1000_diff1 value: -13.7766 - type: nauc_mrr_at_1_max value: 30.3808 - type: nauc_mrr_at_1_std value: -5.9129000000000005 - type: nauc_mrr_at_1_diff1 value: 47.0165 - type: nauc_mrr_at_3_max value: 35.058099999999996 - type: nauc_mrr_at_3_std value: -5.724 - type: nauc_mrr_at_3_diff1 value: 43.3839 - type: nauc_mrr_at_5_max value: 35.1297 - type: nauc_mrr_at_5_std value: -5.3953 - type: nauc_mrr_at_5_diff1 value: 43.6497 - type: nauc_mrr_at_10_max value: 35.001599999999996 - type: nauc_mrr_at_10_std value: -5.2087 - type: nauc_mrr_at_10_diff1 value: 44.1327 - type: nauc_mrr_at_20_max value: 34.891299999999994 - type: nauc_mrr_at_20_std value: -5.0933 - type: nauc_mrr_at_20_diff1 value: 44.163799999999995 - type: nauc_mrr_at_100_max value: 34.8054 - type: nauc_mrr_at_100_std value: -5.136 - type: nauc_mrr_at_100_diff1 value: 44.1738 - type: nauc_mrr_at_1000_max value: 34.795 - type: nauc_mrr_at_1000_std value: -5.1476 - type: nauc_mrr_at_1000_diff1 value: 44.169599999999996 - type: main_score value: 71.487 task: type: Retrieval - dataset: config: default name: MTEB QuoraRetrieval (default) revision: e4e08e0b7dbe3c8700f0daef558ff32256715259 split: test type: mteb/quora metrics: - type: ndcg_at_1 value: 83.3 - type: ndcg_at_3 value: 87.50099999999999 - type: ndcg_at_5 value: 88.998 - type: ndcg_at_10 value: 90.038 - type: ndcg_at_20 value: 90.619 - type: ndcg_at_100 value: 91.049 - type: ndcg_at_1000 value: 91.105 - type: map_at_1 value: 72.424 - type: map_at_3 value: 83.76599999999999 - type: map_at_5 value: 85.616 - type: map_at_10 value: 86.626 - type: map_at_20 value: 87.034 - type: map_at_100 value: 87.233 - type: map_at_1000 value: 87.24499999999999 - type: recall_at_1 value: 72.424 - type: recall_at_3 value: 89.155 - type: recall_at_5 value: 93.425 - type: recall_at_10 value: 96.514 - type: recall_at_20 value: 98.334 - type: recall_at_100 value: 99.785 - type: recall_at_1000 value: 99.997 - type: precision_at_1 value: 83.3 - type: precision_at_3 value: 38.393 - type: precision_at_5 value: 25.228 - type: precision_at_10 value: 13.647 - type: precision_at_20 value: 7.225 - type: precision_at_100 value: 1.543 - type: precision_at_1000 value: 0.157 - type: mrr_at_1 value: 83.3 - type: mrr_at_3 value: 88.3 - type: mrr_at_5 value: 88.90350000000001 - type: mrr_at_10 value: 89.13839999999999 - type: mrr_at_20 value: 89.1953 - type: mrr_at_100 value: 89.21170000000001 - type: mrr_at_1000 value: 89.212 - type: nauc_ndcg_at_1_max value: 36.066500000000005 - type: nauc_ndcg_at_1_std value: -42.5286 - type: nauc_ndcg_at_1_diff1 value: 79.3747 - type: nauc_ndcg_at_3_max value: 33.2171 - type: nauc_ndcg_at_3_std value: -50.6815 - type: nauc_ndcg_at_3_diff1 value: 77.3029 - type: nauc_ndcg_at_5_max value: 33.578 - type: nauc_ndcg_at_5_std value: -51.302400000000006 - type: nauc_ndcg_at_5_diff1 value: 77.73219999999999 - type: nauc_ndcg_at_10_max value: 34.1893 - type: nauc_ndcg_at_10_std value: -51.231 - type: nauc_ndcg_at_10_diff1 value: 77.91510000000001 - type: nauc_ndcg_at_20_max value: 34.7652 - type: nauc_ndcg_at_20_std value: -49.2675 - type: nauc_ndcg_at_20_diff1 value: 77.8851 - type: nauc_ndcg_at_100_max value: 35.1212 - type: nauc_ndcg_at_100_std value: -47.1897 - type: nauc_ndcg_at_100_diff1 value: 77.8819 - type: nauc_ndcg_at_1000_max value: 35.2096 - type: nauc_ndcg_at_1000_std value: -47.1269 - type: nauc_ndcg_at_1000_diff1 value: 77.874 - type: nauc_map_at_1_max value: 25.3507 - type: nauc_map_at_1_std value: -42.6645 - type: nauc_map_at_1_diff1 value: 82.1013 - type: nauc_map_at_3_max value: 30.685000000000002 - type: nauc_map_at_3_std value: -52.8243 - type: nauc_map_at_3_diff1 value: 78.8106 - type: nauc_map_at_5_max value: 32.2752 - type: nauc_map_at_5_std value: -52.546800000000005 - type: nauc_map_at_5_diff1 value: 78.4853 - type: nauc_map_at_10_max value: 33.239000000000004 - type: nauc_map_at_10_std value: -51.5082 - type: nauc_map_at_10_diff1 value: 78.1853 - type: nauc_map_at_20_max value: 33.644200000000005 - type: nauc_map_at_20_std value: -50.1154 - type: nauc_map_at_20_diff1 value: 78.0265 - type: nauc_map_at_100_max value: 33.7945 - type: nauc_map_at_100_std value: -49.1504 - type: nauc_map_at_100_diff1 value: 77.9653 - type: nauc_map_at_1000_max value: 33.813500000000005 - type: nauc_map_at_1000_std value: -49.119800000000005 - type: nauc_map_at_1000_diff1 value: 77.9596 - type: nauc_recall_at_1_max value: 25.3507 - type: nauc_recall_at_1_std value: -42.6645 - type: nauc_recall_at_1_diff1 value: 82.1013 - type: nauc_recall_at_3_max value: 26.4941 - type: nauc_recall_at_3_std value: -62.044399999999996 - type: nauc_recall_at_3_diff1 value: 75.3519 - type: nauc_recall_at_5_max value: 26.5483 - type: nauc_recall_at_5_std value: -68.6455 - type: nauc_recall_at_5_diff1 value: 74.2904 - type: nauc_recall_at_10_max value: 28.0472 - type: nauc_recall_at_10_std value: -80.47109999999999 - type: nauc_recall_at_10_diff1 value: 74.5668 - type: nauc_recall_at_20_max value: 29.296699999999998 - type: nauc_recall_at_20_std value: -77.2526 - type: nauc_recall_at_20_diff1 value: 73.5218 - type: nauc_recall_at_100_max value: 29.6001 - type: nauc_recall_at_100_std value: -36.9144 - type: nauc_recall_at_100_diff1 value: 71.9031 - type: nauc_recall_at_1000_max value: 65.9499 - type: nauc_recall_at_1000_std value: 65.2771 - type: nauc_recall_at_1000_diff1 value: 68.762 - type: nauc_precision_at_1_max value: 36.066500000000005 - type: nauc_precision_at_1_std value: -42.5286 - type: nauc_precision_at_1_diff1 value: 79.3747 - type: nauc_precision_at_3_max value: 5.2775 - type: nauc_precision_at_3_std value: 5.7708 - type: nauc_precision_at_3_diff1 value: -24.618100000000002 - type: nauc_precision_at_5_max value: 0.9323 - type: nauc_precision_at_5_std value: 17.5438 - type: nauc_precision_at_5_diff1 value: -36.0304 - type: nauc_precision_at_10_max value: -2.321 - type: nauc_precision_at_10_std value: 26.4542 - type: nauc_precision_at_10_diff1 value: -42.2061 - type: nauc_precision_at_20_max value: -4.122 - type: nauc_precision_at_20_std value: 33.5662 - type: nauc_precision_at_20_diff1 value: -44.6324 - type: nauc_precision_at_100_max value: -5.6459 - type: nauc_precision_at_100_std value: 40.1704 - type: nauc_precision_at_100_diff1 value: -45.8818 - type: nauc_precision_at_1000_max value: -5.5985 - type: nauc_precision_at_1000_std value: 40.402100000000004 - type: nauc_precision_at_1000_diff1 value: -46.054 - type: nauc_mrr_at_1_max value: 36.066500000000005 - type: nauc_mrr_at_1_std value: -42.5286 - type: nauc_mrr_at_1_diff1 value: 79.3747 - type: nauc_mrr_at_3_max value: 36.3166 - type: nauc_mrr_at_3_std value: -45.0789 - type: nauc_mrr_at_3_diff1 value: 78.3276 - type: nauc_mrr_at_5_max value: 36.365700000000004 - type: nauc_mrr_at_5_std value: -45.1793 - type: nauc_mrr_at_5_diff1 value: 78.5424 - type: nauc_mrr_at_10_max value: 36.3128 - type: nauc_mrr_at_10_std value: -45.0655 - type: nauc_mrr_at_10_diff1 value: 78.5756 - type: nauc_mrr_at_20_max value: 36.327 - type: nauc_mrr_at_20_std value: -44.853500000000004 - type: nauc_mrr_at_20_diff1 value: 78.57220000000001 - type: nauc_mrr_at_100_max value: 36.3322 - type: nauc_mrr_at_100_std value: -44.8025 - type: nauc_mrr_at_100_diff1 value: 78.57730000000001 - type: nauc_mrr_at_1000_max value: 36.3314 - type: nauc_mrr_at_1000_std value: -44.804100000000005 - type: nauc_mrr_at_1000_diff1 value: 78.5778 - type: main_score value: 90.038 task: type: Retrieval - dataset: config: default name: MTEB RedditClustering (default) revision: 24640382cdbf8abc73003fb0fa6d111a705499eb split: test type: mteb/reddit-clustering metrics: - type: v_measure value: 73.0223 - type: v_measure_std value: 2.5644 - type: main_score value: 73.0223 task: type: Clustering - dataset: config: default name: MTEB RedditClusteringP2P (default) revision: 385e3cb46b4cfa89021f56c4380204149d0efe33 split: test type: mteb/reddit-clustering-p2p metrics: - type: v_measure value: 74.7154 - type: v_measure_std value: 8.2851 - type: main_score value: 74.7154 task: type: Clustering - dataset: config: default name: MTEB SCIDOCS (default) revision: f8c2fcf00f625baaa80f62ec5bd9e1fff3b8ae88 split: test type: mteb/scidocs metrics: - type: ndcg_at_1 value: 29.099999999999998 - type: ndcg_at_3 value: 22.891000000000002 - type: ndcg_at_5 value: 20.055 - type: ndcg_at_10 value: 24.637999999999998 - type: ndcg_at_20 value: 28.188999999999997 - type: ndcg_at_100 value: 34.589 - type: ndcg_at_1000 value: 39.93 - type: map_at_1 value: 5.903 - type: map_at_3 value: 10.375 - type: map_at_5 value: 12.503 - type: map_at_10 value: 14.997 - type: map_at_20 value: 16.383 - type: map_at_100 value: 17.769 - type: map_at_1000 value: 18.115000000000002 - type: recall_at_1 value: 5.903 - type: recall_at_3 value: 12.943 - type: recall_at_5 value: 17.818 - type: recall_at_10 value: 26.162999999999997 - type: recall_at_20 value: 34.46 - type: recall_at_100 value: 55.24 - type: recall_at_1000 value: 81.11500000000001 - type: precision_at_1 value: 29.099999999999998 - type: precision_at_3 value: 21.3 - type: precision_at_5 value: 17.599999999999998 - type: precision_at_10 value: 12.920000000000002 - type: precision_at_20 value: 8.5 - type: precision_at_100 value: 2.721 - type: precision_at_1000 value: 0.4 - type: mrr_at_1 value: 29.099999999999998 - type: mrr_at_3 value: 36.8667 - type: mrr_at_5 value: 38.9617 - type: mrr_at_10 value: 40.598600000000005 - type: mrr_at_20 value: 41.3132 - type: mrr_at_100 value: 41.7298 - type: mrr_at_1000 value: 41.7584 - type: nauc_ndcg_at_1_max value: 18.4908 - type: nauc_ndcg_at_1_std value: 8.3766 - type: nauc_ndcg_at_1_diff1 value: 22.0483 - type: nauc_ndcg_at_3_max value: 19.1712 - type: nauc_ndcg_at_3_std value: 10.407399999999999 - type: nauc_ndcg_at_3_diff1 value: 16.301299999999998 - type: nauc_ndcg_at_5_max value: 20.069 - type: nauc_ndcg_at_5_std value: 11.8195 - type: nauc_ndcg_at_5_diff1 value: 16.4224 - type: nauc_ndcg_at_10_max value: 20.2641 - type: nauc_ndcg_at_10_std value: 14.7043 - type: nauc_ndcg_at_10_diff1 value: 15.1067 - type: nauc_ndcg_at_20_max value: 21.5015 - type: nauc_ndcg_at_20_std value: 17.292199999999998 - type: nauc_ndcg_at_20_diff1 value: 14.1651 - type: nauc_ndcg_at_100_max value: 23.2308 - type: nauc_ndcg_at_100_std value: 22.425800000000002 - type: nauc_ndcg_at_100_diff1 value: 12.2911 - type: nauc_ndcg_at_1000_max value: 23.4699 - type: nauc_ndcg_at_1000_std value: 22.764499999999998 - type: nauc_ndcg_at_1000_diff1 value: 12.540000000000001 - type: nauc_map_at_1_max value: 17.8236 - type: nauc_map_at_1_std value: 8.1625 - type: nauc_map_at_1_diff1 value: 21.8362 - type: nauc_map_at_3_max value: 19.1677 - type: nauc_map_at_3_std value: 9.525699999999999 - type: nauc_map_at_3_diff1 value: 16.2302 - type: nauc_map_at_5_max value: 20.3156 - type: nauc_map_at_5_std value: 10.6218 - type: nauc_map_at_5_diff1 value: 16.2404 - type: nauc_map_at_10_max value: 20.2029 - type: nauc_map_at_10_std value: 12.9342 - type: nauc_map_at_10_diff1 value: 14.7992 - type: nauc_map_at_20_max value: 20.7278 - type: nauc_map_at_20_std value: 14.6676 - type: nauc_map_at_20_diff1 value: 14.0374 - type: nauc_map_at_100_max value: 21.4579 - type: nauc_map_at_100_std value: 16.490199999999998 - type: nauc_map_at_100_diff1 value: 13.5188 - type: nauc_map_at_1000_max value: 21.5714 - type: nauc_map_at_1000_std value: 16.746 - type: nauc_map_at_1000_diff1 value: 13.4916 - type: nauc_recall_at_1_max value: 17.8236 - type: nauc_recall_at_1_std value: 8.1625 - type: nauc_recall_at_1_diff1 value: 21.8362 - type: nauc_recall_at_3_max value: 18.5764 - type: nauc_recall_at_3_std value: 11.3546 - type: nauc_recall_at_3_diff1 value: 13.5547 - type: nauc_recall_at_5_max value: 19.8008 - type: nauc_recall_at_5_std value: 13.3324 - type: nauc_recall_at_5_diff1 value: 13.5029 - type: nauc_recall_at_10_max value: 18.645400000000002 - type: nauc_recall_at_10_std value: 17.5544 - type: nauc_recall_at_10_diff1 value: 10.4276 - type: nauc_recall_at_20_max value: 19.9903 - type: nauc_recall_at_20_std value: 21.9707 - type: nauc_recall_at_20_diff1 value: 7.863 - type: nauc_recall_at_100_max value: 21.1196 - type: nauc_recall_at_100_std value: 33.4524 - type: nauc_recall_at_100_diff1 value: 0.7107 - type: nauc_recall_at_1000_max value: 20.188 - type: nauc_recall_at_1000_std value: 39.786 - type: nauc_recall_at_1000_diff1 value: -4.0011 - type: nauc_precision_at_1_max value: 18.4908 - type: nauc_precision_at_1_std value: 8.3766 - type: nauc_precision_at_1_diff1 value: 22.0483 - type: nauc_precision_at_3_max value: 19.178600000000003 - type: nauc_precision_at_3_std value: 11.6744 - type: nauc_precision_at_3_diff1 value: 13.5931 - type: nauc_precision_at_5_max value: 20.4581 - type: nauc_precision_at_5_std value: 13.5076 - type: nauc_precision_at_5_diff1 value: 13.619600000000002 - type: nauc_precision_at_10_max value: 19.437099999999997 - type: nauc_precision_at_10_std value: 17.754900000000003 - type: nauc_precision_at_10_diff1 value: 10.6315 - type: nauc_precision_at_20_max value: 20.9159 - type: nauc_precision_at_20_std value: 21.9286 - type: nauc_precision_at_20_diff1 value: 8.251 - type: nauc_precision_at_100_max value: 22.2412 - type: nauc_precision_at_100_std value: 32.925900000000006 - type: nauc_precision_at_100_diff1 value: 1.5637999999999999 - type: nauc_precision_at_1000_max value: 22.1 - type: nauc_precision_at_1000_std value: 37.227700000000006 - type: nauc_precision_at_1000_diff1 value: -2.3548 - type: nauc_mrr_at_1_max value: 18.4908 - type: nauc_mrr_at_1_std value: 8.3766 - type: nauc_mrr_at_1_diff1 value: 22.0483 - type: nauc_mrr_at_3_max value: 18.3602 - type: nauc_mrr_at_3_std value: 9.579600000000001 - type: nauc_mrr_at_3_diff1 value: 18.7544 - type: nauc_mrr_at_5_max value: 18.5224 - type: nauc_mrr_at_5_std value: 9.747300000000001 - type: nauc_mrr_at_5_diff1 value: 19.0625 - type: nauc_mrr_at_10_max value: 19.067 - type: nauc_mrr_at_10_std value: 10.7103 - type: nauc_mrr_at_10_diff1 value: 19.444 - type: nauc_mrr_at_20_max value: 19.118399999999998 - type: nauc_mrr_at_20_std value: 10.6384 - type: nauc_mrr_at_20_diff1 value: 19.5223 - type: nauc_mrr_at_100_max value: 19.200300000000002 - type: nauc_mrr_at_100_std value: 10.6891 - type: nauc_mrr_at_100_diff1 value: 19.4009 - type: nauc_mrr_at_1000_max value: 19.1676 - type: nauc_mrr_at_1000_std value: 10.649799999999999 - type: nauc_mrr_at_1000_diff1 value: 19.4127 - type: main_score value: 24.637999999999998 task: type: Retrieval - dataset: config: default name: MTEB SICK-R (default) revision: 20a6d6f312dd54037fe07a32d58e5e168867909d split: test type: mteb/sickr-sts metrics: - type: pearson value: 86.8981 - type: spearman value: 82.234 - type: cosine_pearson value: 86.8981 - type: cosine_spearman value: 82.234 - type: manhattan_pearson value: 84.1165 - type: manhattan_spearman value: 82.063 - type: euclidean_pearson value: 84.0688 - type: euclidean_spearman value: 82.2329 - type: main_score value: 82.234 task: type: STS - dataset: config: default name: MTEB STS12 (default) revision: a0d554a64d88156834ff5ae9920b964011b16384 split: test type: mteb/sts12-sts metrics: - type: pearson value: 87.8269 - type: spearman value: 80.2578 - type: cosine_pearson value: 87.8269 - type: cosine_spearman value: 80.2578 - type: manhattan_pearson value: 85.09020000000001 - type: manhattan_spearman value: 80.5777 - type: euclidean_pearson value: 84.71990000000001 - type: euclidean_spearman value: 80.2547 - type: main_score value: 80.2578 task: type: STS - dataset: config: default name: MTEB STS13 (default) revision: 7e90230a92c190f1bf69ae9002b8cea547a64cca split: test type: mteb/sts13-sts metrics: - type: pearson value: 89.45769999999999 - type: spearman value: 89.69200000000001 - type: cosine_pearson value: 89.45769999999999 - type: cosine_spearman value: 89.69200000000001 - type: manhattan_pearson value: 89.1685 - type: manhattan_spearman value: 89.8889 - type: euclidean_pearson value: 89.07969999999999 - type: euclidean_spearman value: 89.7003 - type: main_score value: 89.69200000000001 task: type: STS - dataset: config: default name: MTEB STS14 (default) revision: 6031580fec1f6af667f0bd2da0a551cf4f0b2375 split: test type: mteb/sts14-sts metrics: - type: pearson value: 87.01989999999999 - type: spearman value: 85.3155 - type: cosine_pearson value: 87.01989999999999 - type: cosine_spearman value: 85.3155 - type: manhattan_pearson value: 86.24159999999999 - type: manhattan_spearman value: 85.544 - type: euclidean_pearson value: 86.1032 - type: euclidean_spearman value: 85.31490000000001 - type: main_score value: 85.3155 task: type: STS - dataset: config: default name: MTEB STS15 (default) revision: ae752c7c21bf194d8b67fd573edf7ae58183cbe3 split: test type: mteb/sts15-sts metrics: - type: pearson value: 89.593 - type: spearman value: 90.1574 - type: cosine_pearson value: 89.593 - type: cosine_spearman value: 90.1574 - type: manhattan_pearson value: 89.93910000000001 - type: manhattan_spearman value: 90.4357 - type: euclidean_pearson value: 89.76650000000001 - type: euclidean_spearman value: 90.1554 - type: main_score value: 90.1574 task: type: STS - dataset: config: default name: MTEB STS16 (default) revision: 4d8694f8f0e0100860b497b999b3dbed754a0513 split: test type: mteb/sts16-sts metrics: - type: pearson value: 85.03540000000001 - type: spearman value: 86.4191 - type: cosine_pearson value: 85.03540000000001 - type: cosine_spearman value: 86.4191 - type: manhattan_pearson value: 85.8992 - type: manhattan_spearman value: 86.7274 - type: euclidean_pearson value: 85.638 - type: euclidean_spearman value: 86.42 - type: main_score value: 86.4191 task: type: STS - dataset: config: en-ar name: MTEB STS17 (en-ar) revision: faeb762787bd10488a50c8b5be4a3b82e411949c split: test type: mteb/sts17-crosslingual-sts metrics: - type: pearson value: 54.1098 - type: spearman value: 52.721 - type: cosine_pearson value: 54.1098 - type: cosine_spearman value: 52.721 - type: manhattan_pearson value: 54.890899999999995 - type: manhattan_spearman value: 52.727900000000005 - type: euclidean_pearson value: 54.65410000000001 - type: euclidean_spearman value: 52.8582 - type: main_score value: 52.721 task: type: STS - dataset: config: fr-en name: MTEB STS17 (fr-en) revision: faeb762787bd10488a50c8b5be4a3b82e411949c split: test type: mteb/sts17-crosslingual-sts metrics: - type: pearson value: 84.3262 - type: spearman value: 84.1421 - type: cosine_pearson value: 84.3262 - type: cosine_spearman value: 84.1421 - type: manhattan_pearson value: 83.8999 - type: manhattan_spearman value: 83.9987 - type: euclidean_pearson value: 84.0174 - type: euclidean_spearman value: 84.1711 - type: main_score value: 84.1421 task: type: STS - dataset: config: en-en name: MTEB STS17 (en-en) revision: faeb762787bd10488a50c8b5be4a3b82e411949c split: test type: mteb/sts17-crosslingual-sts metrics: - type: pearson value: 91.38969999999999 - type: spearman value: 91.00789999999999 - type: cosine_pearson value: 91.38969999999999 - type: cosine_spearman value: 91.00789999999999 - type: manhattan_pearson value: 90.8917 - type: manhattan_spearman value: 90.7834 - type: euclidean_pearson value: 91.0361 - type: euclidean_spearman value: 91.011 - type: main_score value: 91.00789999999999 task: type: STS - dataset: config: nl-en name: MTEB STS17 (nl-en) revision: faeb762787bd10488a50c8b5be4a3b82e411949c split: test type: mteb/sts17-crosslingual-sts metrics: - type: pearson value: 84.636 - type: spearman value: 84.1977 - type: cosine_pearson value: 84.636 - type: cosine_spearman value: 84.1977 - type: manhattan_pearson value: 84.6895 - type: manhattan_spearman value: 84.1849 - type: euclidean_pearson value: 84.753 - type: euclidean_spearman value: 84.2251 - type: main_score value: 84.1977 task: type: STS - dataset: config: es-en name: MTEB STS17 (es-en) revision: faeb762787bd10488a50c8b5be4a3b82e411949c split: test type: mteb/sts17-crosslingual-sts metrics: - type: pearson value: 85.8595 - type: spearman value: 86.9965 - type: cosine_pearson value: 85.8595 - type: cosine_spearman value: 86.9965 - type: manhattan_pearson value: 86.92450000000001 - type: manhattan_spearman value: 87.39489999999999 - type: euclidean_pearson value: 86.5575 - type: euclidean_spearman value: 86.997 - type: main_score value: 86.9965 task: type: STS - dataset: config: it-en name: MTEB STS17 (it-en) revision: faeb762787bd10488a50c8b5be4a3b82e411949c split: test type: mteb/sts17-crosslingual-sts metrics: - type: pearson value: 85.959 - type: spearman value: 86.3103 - type: cosine_pearson value: 85.959 - type: cosine_spearman value: 86.3103 - type: manhattan_pearson value: 85.7486 - type: manhattan_spearman value: 86.0977 - type: euclidean_pearson value: 85.8361 - type: euclidean_spearman value: 86.2741 - type: main_score value: 86.3103 task: type: STS - dataset: config: en-de name: MTEB STS17 (en-de) revision: faeb762787bd10488a50c8b5be4a3b82e411949c split: test type: mteb/sts17-crosslingual-sts metrics: - type: pearson value: 86.2629 - type: spearman value: 85.8372 - type: cosine_pearson value: 86.2629 - type: cosine_spearman value: 85.8372 - type: manhattan_pearson value: 86.2491 - type: manhattan_spearman value: 85.4973 - type: euclidean_pearson value: 86.5074 - type: euclidean_spearman value: 85.83370000000001 - type: main_score value: 85.8372 task: type: STS - dataset: config: en-tr name: MTEB STS17 (en-tr) revision: faeb762787bd10488a50c8b5be4a3b82e411949c split: test type: mteb/sts17-crosslingual-sts metrics: - type: pearson value: 57.5675 - type: spearman value: 55.564899999999994 - type: cosine_pearson value: 57.5675 - type: cosine_spearman value: 55.564899999999994 - type: manhattan_pearson value: 57.4686 - type: manhattan_spearman value: 55.3816 - type: euclidean_pearson value: 57.635099999999994 - type: euclidean_spearman value: 55.501900000000006 - type: main_score value: 55.564899999999994 task: type: STS - dataset: config: pl-en name: MTEB STS22 (pl-en) revision: de9d86b3b84231dc21f76c7b7af1f28e2f57f6e3 split: test type: mteb/sts22-crosslingual-sts metrics: - type: pearson value: 76.1237 - type: spearman value: 76.4 - type: cosine_pearson value: 76.1237 - type: cosine_spearman value: 76.4 - type: manhattan_pearson value: 78.6794 - type: manhattan_spearman value: 77.2282 - type: euclidean_pearson value: 77.1688 - type: euclidean_spearman value: 76.4 - type: main_score value: 76.4 task: type: STS - dataset: config: es-en name: MTEB STS22 (es-en) revision: de9d86b3b84231dc21f76c7b7af1f28e2f57f6e3 split: test type: mteb/sts22-crosslingual-sts metrics: - type: pearson value: 73.89099999999999 - type: spearman value: 77.8292 - type: cosine_pearson value: 73.89099999999999 - type: cosine_spearman value: 77.8292 - type: manhattan_pearson value: 77.53229999999999 - type: manhattan_spearman value: 78.3926 - type: euclidean_pearson value: 76.6734 - type: euclidean_spearman value: 77.8721 - type: main_score value: 77.8292 task: type: STS - dataset: config: en name: MTEB STS22 (en) revision: de9d86b3b84231dc21f76c7b7af1f28e2f57f6e3 split: test type: mteb/sts22-crosslingual-sts metrics: - type: pearson value: 68.31099999999999 - type: spearman value: 68.0764 - type: cosine_pearson value: 68.31099999999999 - type: cosine_spearman value: 68.0764 - type: manhattan_pearson value: 69.7423 - type: manhattan_spearman value: 68.3212 - type: euclidean_pearson value: 69.5701 - type: euclidean_spearman value: 68.2299 - type: main_score value: 68.0764 task: type: STS - dataset: config: de-en name: MTEB STS22 (de-en) revision: de9d86b3b84231dc21f76c7b7af1f28e2f57f6e3 split: test type: mteb/sts22-crosslingual-sts metrics: - type: pearson value: 65.0636 - type: spearman value: 59.4669 - type: cosine_pearson value: 65.0636 - type: cosine_spearman value: 59.4669 - type: manhattan_pearson value: 69.723 - type: manhattan_spearman value: 60.3823 - type: euclidean_pearson value: 68.6454 - type: euclidean_spearman value: 59.384899999999995 - type: main_score value: 59.4669 task: type: STS - dataset: config: zh-en name: MTEB STS22 (zh-en) revision: de9d86b3b84231dc21f76c7b7af1f28e2f57f6e3 split: test type: mteb/sts22-crosslingual-sts metrics: - type: pearson value: 73.7603 - type: spearman value: 73.0799 - type: cosine_pearson value: 73.7603 - type: cosine_spearman value: 73.0799 - type: manhattan_pearson value: 76.2351 - type: manhattan_spearman value: 73.60719999999999 - type: euclidean_pearson value: 75.61529999999999 - type: euclidean_spearman value: 72.9809 - type: main_score value: 73.0799 task: type: STS - dataset: config: default name: MTEB STSBenchmark (default) revision: b0fddb56ed78048fa8b90373c8a3cfc37b684831 split: test type: mteb/stsbenchmark-sts metrics: - type: pearson value: 88.1242 - type: spearman value: 88.8456 - type: cosine_pearson value: 88.1242 - type: cosine_spearman value: 88.8456 - type: manhattan_pearson value: 88.6122 - type: manhattan_spearman value: 89.0198 - type: euclidean_pearson value: 88.5314 - type: euclidean_spearman value: 88.8432 - type: main_score value: 88.8456 task: type: STS - dataset: config: default name: MTEB SciDocsRR (default) revision: d3c5e1fc0b855ab6097bf1cda04dd73947d7caab split: test type: mteb/scidocs-reranking metrics: - type: map value: 89.06920000000001 - type: mrr value: 96.977 - type: nAUC_map_max value: 49.1778 - type: nAUC_map_std value: 62.091499999999996 - type: nAUC_map_diff1 value: -13.373899999999999 - type: nAUC_mrr_max value: 86.7325 - type: nAUC_mrr_std value: 74.958 - type: nAUC_mrr_diff1 value: 25.6955 - type: main_score value: 89.06920000000001 task: type: Reranking - dataset: config: default name: MTEB SciFact (default) revision: 0228b52cf27578f30900b9e5271d331663a030d7 split: test type: mteb/scifact metrics: - type: ndcg_at_1 value: 67.333 - type: ndcg_at_3 value: 75.142 - type: ndcg_at_5 value: 78.873 - type: ndcg_at_10 value: 80.372 - type: ndcg_at_20 value: 80.914 - type: ndcg_at_100 value: 81.563 - type: ndcg_at_1000 value: 81.601 - type: map_at_1 value: 63.99399999999999 - type: map_at_3 value: 72.181 - type: map_at_5 value: 74.665 - type: map_at_10 value: 75.51299999999999 - type: map_at_20 value: 75.693 - type: map_at_100 value: 75.78 - type: map_at_1000 value: 75.78099999999999 - type: recall_at_1 value: 63.99399999999999 - type: recall_at_3 value: 80.63900000000001 - type: recall_at_5 value: 90.017 - type: recall_at_10 value: 94.167 - type: recall_at_20 value: 96.167 - type: recall_at_100 value: 99.667 - type: recall_at_1000 value: 100.0 - type: precision_at_1 value: 67.333 - type: precision_at_3 value: 29.444 - type: precision_at_5 value: 20.067 - type: precision_at_10 value: 10.667 - type: precision_at_20 value: 5.45 - type: precision_at_100 value: 1.127 - type: precision_at_1000 value: 0.11299999999999999 - type: mrr_at_1 value: 67.3333 - type: mrr_at_3 value: 73.9444 - type: mrr_at_5 value: 76.0444 - type: mrr_at_10 value: 76.4517 - type: mrr_at_20 value: 76.5739 - type: mrr_at_100 value: 76.6556 - type: mrr_at_1000 value: 76.6563 - type: nauc_ndcg_at_1_max value: 55.373099999999994 - type: nauc_ndcg_at_1_std value: -11.362 - type: nauc_ndcg_at_1_diff1 value: 81.5232 - type: nauc_ndcg_at_3_max value: 58.0376 - type: nauc_ndcg_at_3_std value: -14.4854 - type: nauc_ndcg_at_3_diff1 value: 77.848 - type: nauc_ndcg_at_5_max value: 55.789699999999996 - type: nauc_ndcg_at_5_std value: -15.0412 - type: nauc_ndcg_at_5_diff1 value: 77.7873 - type: nauc_ndcg_at_10_max value: 58.6243 - type: nauc_ndcg_at_10_std value: -13.867799999999999 - type: nauc_ndcg_at_10_diff1 value: 78.071 - type: nauc_ndcg_at_20_max value: 58.9032 - type: nauc_ndcg_at_20_std value: -12.7998 - type: nauc_ndcg_at_20_diff1 value: 78.12010000000001 - type: nauc_ndcg_at_100_max value: 58.0772 - type: nauc_ndcg_at_100_std value: -12.4604 - type: nauc_ndcg_at_100_diff1 value: 78.7002 - type: nauc_ndcg_at_1000_max value: 58.0835 - type: nauc_ndcg_at_1000_std value: -12.662799999999999 - type: nauc_ndcg_at_1000_diff1 value: 78.7157 - type: nauc_map_at_1_max value: 45.2711 - type: nauc_map_at_1_std value: -21.685 - type: nauc_map_at_1_diff1 value: 80.8536 - type: nauc_map_at_3_max value: 53.970600000000005 - type: nauc_map_at_3_std value: -18.0178 - type: nauc_map_at_3_diff1 value: 78.95309999999999 - type: nauc_map_at_5_max value: 54.7643 - type: nauc_map_at_5_std value: -15.943999999999999 - type: nauc_map_at_5_diff1 value: 78.9665 - type: nauc_map_at_10_max value: 56.737899999999996 - type: nauc_map_at_10_std value: -14.355599999999999 - type: nauc_map_at_10_diff1 value: 79.095 - type: nauc_map_at_20_max value: 56.804 - type: nauc_map_at_20_std value: -14.033599999999998 - type: nauc_map_at_20_diff1 value: 79.0729 - type: nauc_map_at_100_max value: 56.7168 - type: nauc_map_at_100_std value: -14.000000000000002 - type: nauc_map_at_100_diff1 value: 79.1456 - type: nauc_map_at_1000_max value: 56.7168 - type: nauc_map_at_1000_std value: -14.003099999999998 - type: nauc_map_at_1000_diff1 value: 79.1458 - type: nauc_recall_at_1_max value: 45.2711 - type: nauc_recall_at_1_std value: -21.685 - type: nauc_recall_at_1_diff1 value: 80.8536 - type: nauc_recall_at_3_max value: 55.911100000000005 - type: nauc_recall_at_3_std value: -19.1603 - type: nauc_recall_at_3_diff1 value: 72.51689999999999 - type: nauc_recall_at_5_max value: 50.6317 - type: nauc_recall_at_5_std value: -21.4004 - type: nauc_recall_at_5_diff1 value: 68.3824 - type: nauc_recall_at_10_max value: 67.3176 - type: nauc_recall_at_10_std value: -23.6601 - type: nauc_recall_at_10_diff1 value: 67.20150000000001 - type: nauc_recall_at_20_max value: 76.566 - type: nauc_recall_at_20_std value: -12.4873 - type: nauc_recall_at_20_diff1 value: 63.6849 - type: nauc_recall_at_100_max value: 55.415499999999994 - type: nauc_recall_at_100_std value: 72.2222 - type: nauc_recall_at_100_diff1 value: 72.2222 - type: nauc_recall_at_1000_max value: .nan - type: nauc_recall_at_1000_std value: .nan - type: nauc_recall_at_1000_diff1 value: .nan - type: nauc_precision_at_1_max value: 55.373099999999994 - type: nauc_precision_at_1_std value: -11.362 - type: nauc_precision_at_1_diff1 value: 81.5232 - type: nauc_precision_at_3_max value: 59.23969999999999 - type: nauc_precision_at_3_std value: 17.3868 - type: nauc_precision_at_3_diff1 value: 37.0438 - type: nauc_precision_at_5_max value: 51.358599999999996 - type: nauc_precision_at_5_std value: 39.9722 - type: nauc_precision_at_5_diff1 value: 9.2927 - type: nauc_precision_at_10_max value: 44.6166 - type: nauc_precision_at_10_std value: 46.4231 - type: nauc_precision_at_10_diff1 value: -7.435700000000001 - type: nauc_precision_at_20_max value: 41.1852 - type: nauc_precision_at_20_std value: 51.89359999999999 - type: nauc_precision_at_20_diff1 value: -14.6318 - type: nauc_precision_at_100_max value: 33.6188 - type: nauc_precision_at_100_std value: 60.621700000000004 - type: nauc_precision_at_100_diff1 value: -26.376500000000004 - type: nauc_precision_at_1000_max value: 33.2976 - type: nauc_precision_at_1000_std value: 60.4508 - type: nauc_precision_at_1000_diff1 value: -27.829500000000003 - type: nauc_mrr_at_1_max value: 55.373099999999994 - type: nauc_mrr_at_1_std value: -11.362 - type: nauc_mrr_at_1_diff1 value: 81.5232 - type: nauc_mrr_at_3_max value: 58.7918 - type: nauc_mrr_at_3_std value: -11.580300000000001 - type: nauc_mrr_at_3_diff1 value: 78.79310000000001 - type: nauc_mrr_at_5_max value: 58.13270000000001 - type: nauc_mrr_at_5_std value: -11.2346 - type: nauc_mrr_at_5_diff1 value: 78.8896 - type: nauc_mrr_at_10_max value: 58.4249 - type: nauc_mrr_at_10_std value: -11.842600000000001 - type: nauc_mrr_at_10_diff1 value: 79.0629 - type: nauc_mrr_at_20_max value: 58.4409 - type: nauc_mrr_at_20_std value: -11.7012 - type: nauc_mrr_at_20_diff1 value: 79.1097 - type: nauc_mrr_at_100_max value: 58.3685 - type: nauc_mrr_at_100_std value: -11.6333 - type: nauc_mrr_at_100_diff1 value: 79.1871 - type: nauc_mrr_at_1000_max value: 58.3686 - type: nauc_mrr_at_1000_std value: -11.6365 - type: nauc_mrr_at_1000_diff1 value: 79.1874 - type: main_score value: 80.372 task: type: Retrieval - dataset: config: default name: MTEB SprintDuplicateQuestions (default) revision: d66bd1f72af766a5cc4b0ca5e00c162f89e8cc46 split: test type: mteb/sprintduplicatequestions-pairclassification metrics: - type: similarity_accuracy value: 99.8317 - type: similarity_accuracy_threshold value: 87.7015 - type: similarity_f1 value: 91.2821 - type: similarity_f1_threshold value: 87.68599999999999 - type: similarity_precision value: 93.68419999999999 - type: similarity_recall value: 89.0 - type: similarity_ap value: 96.249 - type: cosine_accuracy value: 99.8317 - type: cosine_accuracy_threshold value: 87.7015 - type: cosine_f1 value: 91.2821 - type: cosine_f1_threshold value: 87.68599999999999 - type: cosine_precision value: 93.68419999999999 - type: cosine_recall value: 89.0 - type: cosine_ap value: 96.249 - type: manhattan_accuracy value: 99.83370000000001 - type: manhattan_accuracy_threshold value: 4133.4675 - type: manhattan_f1 value: 91.52369999999999 - type: manhattan_f1_threshold value: 4244.392400000001 - type: manhattan_precision value: 92.3625 - type: manhattan_recall value: 90.7 - type: manhattan_ap value: 96.4021 - type: euclidean_accuracy value: 99.83070000000001 - type: euclidean_accuracy_threshold value: 49.684200000000004 - type: euclidean_f1 value: 91.24419999999999 - type: euclidean_f1_threshold value: 49.7175 - type: euclidean_precision value: 93.4942 - type: euclidean_recall value: 89.1 - type: euclidean_ap value: 96.24589999999999 - type: dot_accuracy value: 99.8277 - type: dot_accuracy_threshold value: 87.3743 - type: dot_f1 value: 91.1495 - type: dot_f1_threshold value: 87.3743 - type: dot_precision value: 92.7536 - type: dot_recall value: 89.60000000000001 - type: dot_ap value: 96.23509999999999 - type: max_accuracy value: 99.83370000000001 - type: max_f1 value: 91.52369999999999 - type: max_precision value: 93.68419999999999 - type: max_recall value: 90.7 - type: max_ap value: 96.4021 - type: main_score value: 96.4021 task: type: PairClassification - dataset: config: default name: MTEB StackExchangeClustering (default) revision: 6cbc1f7b2bc0622f2e39d2c77fa502909748c259 split: test type: mteb/stackexchange-clustering metrics: - type: v_measure value: 80.19420000000001 - type: v_measure_std value: 2.8956 - type: main_score value: 80.19420000000001 task: type: Clustering - dataset: config: default name: MTEB StackExchangeClusteringP2P (default) revision: 815ca46b2622cec33ccafc3735d572c266efdb44 split: test type: mteb/stackexchange-clustering-p2p metrics: - type: v_measure value: 49.416900000000005 - type: v_measure_std value: 1.5938 - type: main_score value: 49.416900000000005 task: type: Clustering - dataset: config: default name: MTEB StackOverflowDupQuestions (default) revision: e185fbe320c72810689fc5848eb6114e1ef5ec69 split: test type: mteb/stackoverflowdupquestions-reranking metrics: - type: map value: 54.579 - type: mrr value: 55.598800000000004 - type: nAUC_map_max value: 9.1665 - type: nAUC_map_std value: 7.8292 - type: nAUC_map_diff1 value: 38.831199999999995 - type: nAUC_mrr_max value: 9.7435 - type: nAUC_mrr_std value: 8.030800000000001 - type: nAUC_mrr_diff1 value: 39.2785 - type: main_score value: 54.579 task: type: Reranking - dataset: config: default name: MTEB SummEval (default) revision: cda12ad7615edc362dbf25a00fdd61d3b1eaf93c split: test type: mteb/summeval metrics: - type: pearson value: 31.6006 - type: spearman value: 31.4212 - type: cosine_spearman value: 31.4212 - type: cosine_pearson value: 31.6006 - type: dot_spearman value: 31.5459 - type: dot_pearson value: 31.6412 - type: main_score value: 31.4212 task: type: Summarization - dataset: config: default name: MTEB TRECCOVID (default) revision: bb9466bac8153a0349341eb1b22e06409e78ef4e split: test type: mteb/trec-covid metrics: - type: ndcg_at_1 value: 92.0 - type: ndcg_at_3 value: 89.592 - type: ndcg_at_5 value: 88.596 - type: ndcg_at_10 value: 86.732 - type: ndcg_at_20 value: 84.08099999999999 - type: ndcg_at_100 value: 70.204 - type: ndcg_at_1000 value: 63.29 - type: map_at_1 value: 0.243 - type: map_at_3 value: 0.703 - type: map_at_5 value: 1.142 - type: map_at_10 value: 2.2270000000000003 - type: map_at_20 value: 4.176 - type: map_at_100 value: 15.104999999999999 - type: map_at_1000 value: 37.759 - type: recall_at_1 value: 0.243 - type: recall_at_3 value: 0.726 - type: recall_at_5 value: 1.192 - type: recall_at_10 value: 2.359 - type: recall_at_20 value: 4.539 - type: recall_at_100 value: 17.802 - type: recall_at_1000 value: 59.906000000000006 - type: precision_at_1 value: 94.0 - type: precision_at_3 value: 93.333 - type: precision_at_5 value: 91.60000000000001 - type: precision_at_10 value: 90.0 - type: precision_at_20 value: 87.6 - type: precision_at_100 value: 72.42 - type: precision_at_1000 value: 27.842 - type: mrr_at_1 value: 94.0 - type: mrr_at_3 value: 97.0 - type: mrr_at_5 value: 97.0 - type: mrr_at_10 value: 97.0 - type: mrr_at_20 value: 97.0 - type: mrr_at_100 value: 97.0 - type: mrr_at_1000 value: 97.0 - type: nauc_ndcg_at_1_max value: 53.2855 - type: nauc_ndcg_at_1_std value: 57.4638 - type: nauc_ndcg_at_1_diff1 value: 4.4059 - type: nauc_ndcg_at_3_max value: 37.2953 - type: nauc_ndcg_at_3_std value: 46.1686 - type: nauc_ndcg_at_3_diff1 value: 17.6265 - type: nauc_ndcg_at_5_max value: 30.1947 - type: nauc_ndcg_at_5_std value: 53.0996 - type: nauc_ndcg_at_5_diff1 value: 16.5411 - type: nauc_ndcg_at_10_max value: 36.923 - type: nauc_ndcg_at_10_std value: 58.658100000000005 - type: nauc_ndcg_at_10_diff1 value: 13.2686 - type: nauc_ndcg_at_20_max value: 40.2471 - type: nauc_ndcg_at_20_std value: 62.5481 - type: nauc_ndcg_at_20_diff1 value: 5.9675 - type: nauc_ndcg_at_100_max value: 38.2307 - type: nauc_ndcg_at_100_std value: 67.91329999999999 - type: nauc_ndcg_at_100_diff1 value: -12.2539 - type: nauc_ndcg_at_1000_max value: 41.875 - type: nauc_ndcg_at_1000_std value: 75.5431 - type: nauc_ndcg_at_1000_diff1 value: -2.8021000000000003 - type: nauc_map_at_1_max value: -8.0287 - type: nauc_map_at_1_std value: 26.559500000000003 - type: nauc_map_at_1_diff1 value: 13.9958 - type: nauc_map_at_3_max value: -3.7122 - type: nauc_map_at_3_std value: 30.8674 - type: nauc_map_at_3_diff1 value: 25.9597 - type: nauc_map_at_5_max value: -2.6957 - type: nauc_map_at_5_std value: 34.3742 - type: nauc_map_at_5_diff1 value: 24.567 - type: nauc_map_at_10_max value: -1.028 - type: nauc_map_at_10_std value: 38.6623 - type: nauc_map_at_10_diff1 value: 23.482 - type: nauc_map_at_20_max value: 0.9729 - type: nauc_map_at_20_std value: 41.4966 - type: nauc_map_at_20_diff1 value: 21.6255 - type: nauc_map_at_100_max value: 16.6328 - type: nauc_map_at_100_std value: 62.829100000000004 - type: nauc_map_at_100_diff1 value: 5.6174 - type: nauc_map_at_1000_max value: 40.1756 - type: nauc_map_at_1000_std value: 74.6962 - type: nauc_map_at_1000_diff1 value: -8.3158 - type: nauc_recall_at_1_max value: -8.0287 - type: nauc_recall_at_1_std value: 26.559500000000003 - type: nauc_recall_at_1_diff1 value: 13.9958 - type: nauc_recall_at_3_max value: -6.4821 - type: nauc_recall_at_3_std value: 24.8695 - type: nauc_recall_at_3_diff1 value: 25.6479 - type: nauc_recall_at_5_max value: -6.8088999999999995 - type: nauc_recall_at_5_std value: 28.340700000000002 - type: nauc_recall_at_5_diff1 value: 22.797700000000003 - type: nauc_recall_at_10_max value: -5.6834999999999996 - type: nauc_recall_at_10_std value: 30.5569 - type: nauc_recall_at_10_diff1 value: 21.330099999999998 - type: nauc_recall_at_20_max value: -5.9924 - type: nauc_recall_at_20_std value: 30.4601 - type: nauc_recall_at_20_diff1 value: 19.365299999999998 - type: nauc_recall_at_100_max value: 7.007099999999999 - type: nauc_recall_at_100_std value: 48.9423 - type: nauc_recall_at_100_diff1 value: 9.1493 - type: nauc_recall_at_1000_max value: 37.2208 - type: nauc_recall_at_1000_std value: 64.91550000000001 - type: nauc_recall_at_1000_diff1 value: -2.8935 - type: nauc_precision_at_1_max value: 42.343599999999995 - type: nauc_precision_at_1_std value: 69.3433 - type: nauc_precision_at_1_diff1 value: -20.028000000000002 - type: nauc_precision_at_3_max value: 49.335699999999996 - type: nauc_precision_at_3_std value: 45.994 - type: nauc_precision_at_3_diff1 value: 22.622400000000003 - type: nauc_precision_at_5_max value: 38.3816 - type: nauc_precision_at_5_std value: 55.8298 - type: nauc_precision_at_5_diff1 value: 8.4025 - type: nauc_precision_at_10_max value: 41.6808 - type: nauc_precision_at_10_std value: 66.1322 - type: nauc_precision_at_10_diff1 value: 4.665699999999999 - type: nauc_precision_at_20_max value: 42.0959 - type: nauc_precision_at_20_std value: 61.7217 - type: nauc_precision_at_20_diff1 value: -3.4937000000000005 - type: nauc_precision_at_100_max value: 40.4606 - type: nauc_precision_at_100_std value: 63.3467 - type: nauc_precision_at_100_diff1 value: -16.487199999999998 - type: nauc_precision_at_1000_max value: 39.4253 - type: nauc_precision_at_1000_std value: 18.8794 - type: nauc_precision_at_1000_diff1 value: -18.4566 - type: nauc_mrr_at_1_max value: 42.343599999999995 - type: nauc_mrr_at_1_std value: 69.3433 - type: nauc_mrr_at_1_diff1 value: -20.028000000000002 - type: nauc_mrr_at_3_max value: 42.343599999999995 - type: nauc_mrr_at_3_std value: 69.3433 - type: nauc_mrr_at_3_diff1 value: -20.028000000000002 - type: nauc_mrr_at_5_max value: 42.343599999999995 - type: nauc_mrr_at_5_std value: 69.3433 - type: nauc_mrr_at_5_diff1 value: -20.028000000000002 - type: nauc_mrr_at_10_max value: 42.343599999999995 - type: nauc_mrr_at_10_std value: 69.3433 - type: nauc_mrr_at_10_diff1 value: -20.028000000000002 - type: nauc_mrr_at_20_max value: 42.343599999999995 - type: nauc_mrr_at_20_std value: 69.3433 - type: nauc_mrr_at_20_diff1 value: -20.028000000000002 - type: nauc_mrr_at_100_max value: 42.343599999999995 - type: nauc_mrr_at_100_std value: 69.3433 - type: nauc_mrr_at_100_diff1 value: -20.028000000000002 - type: nauc_mrr_at_1000_max value: 42.343599999999995 - type: nauc_mrr_at_1000_std value: 69.3433 - type: nauc_mrr_at_1000_diff1 value: -20.028000000000002 - type: main_score value: 86.732 task: type: Retrieval - dataset: config: default name: MTEB Touche2020 (default) revision: a34f9a33db75fa0cbb21bb5cfc3dae8dc8bec93f split: test type: mteb/touche2020 metrics: - type: ndcg_at_1 value: 37.755 - type: ndcg_at_3 value: 37.185 - type: ndcg_at_5 value: 32.564 - type: ndcg_at_10 value: 31.395 - type: ndcg_at_20 value: 30.494 - type: ndcg_at_100 value: 42.617 - type: ndcg_at_1000 value: 53.324000000000005 - type: map_at_1 value: 2.7640000000000002 - type: map_at_3 value: 6.970999999999999 - type: map_at_5 value: 8.518 - type: map_at_10 value: 11.919 - type: map_at_20 value: 14.389 - type: map_at_100 value: 18.799 - type: map_at_1000 value: 20.366 - type: recall_at_1 value: 2.7640000000000002 - type: recall_at_3 value: 8.323 - type: recall_at_5 value: 11.259 - type: recall_at_10 value: 19.088 - type: recall_at_20 value: 26.488 - type: recall_at_100 value: 53.437 - type: recall_at_1000 value: 86.385 - type: precision_at_1 value: 38.775999999999996 - type: precision_at_3 value: 38.095 - type: precision_at_5 value: 31.429000000000002 - type: precision_at_10 value: 27.346999999999998 - type: precision_at_20 value: 19.184 - type: precision_at_100 value: 8.713999999999999 - type: precision_at_1000 value: 1.6119999999999999 - type: mrr_at_1 value: 38.7755 - type: mrr_at_3 value: 52.7211 - type: mrr_at_5 value: 55.9864 - type: mrr_at_10 value: 57.2554 - type: mrr_at_20 value: 57.382999999999996 - type: mrr_at_100 value: 57.5539 - type: mrr_at_1000 value: 57.5539 - type: nauc_ndcg_at_1_max value: -20.4965 - type: nauc_ndcg_at_1_std value: -0.3794 - type: nauc_ndcg_at_1_diff1 value: 24.9951 - type: nauc_ndcg_at_3_max value: -26.1758 - type: nauc_ndcg_at_3_std value: 12.2535 - type: nauc_ndcg_at_3_diff1 value: 15.765199999999998 - type: nauc_ndcg_at_5_max value: -27.4523 - type: nauc_ndcg_at_5_std value: 5.7325 - type: nauc_ndcg_at_5_diff1 value: 12.3423 - type: nauc_ndcg_at_10_max value: -24.3957 - type: nauc_ndcg_at_10_std value: 3.526 - type: nauc_ndcg_at_10_diff1 value: 7.2427 - type: nauc_ndcg_at_20_max value: -20.866799999999998 - type: nauc_ndcg_at_20_std value: 6.1578 - type: nauc_ndcg_at_20_diff1 value: 4.1767 - type: nauc_ndcg_at_100_max value: -17.9588 - type: nauc_ndcg_at_100_std value: 33.1442 - type: nauc_ndcg_at_100_diff1 value: 4.356199999999999 - type: nauc_ndcg_at_1000_max value: -11.1072 - type: nauc_ndcg_at_1000_std value: 35.9222 - type: nauc_ndcg_at_1000_diff1 value: 5.9171000000000005 - type: nauc_map_at_1_max value: -22.354 - type: nauc_map_at_1_std value: -10.9271 - type: nauc_map_at_1_diff1 value: 27.7288 - type: nauc_map_at_3_max value: -22.397 - type: nauc_map_at_3_std value: -7.2767 - type: nauc_map_at_3_diff1 value: 15.101899999999999 - type: nauc_map_at_5_max value: -25.7693 - type: nauc_map_at_5_std value: -10.6509 - type: nauc_map_at_5_diff1 value: 6.9317 - type: nauc_map_at_10_max value: -22.2658 - type: nauc_map_at_10_std value: -7.2035 - type: nauc_map_at_10_diff1 value: 3.9056 - type: nauc_map_at_20_max value: -16.2962 - type: nauc_map_at_20_std value: -2.595 - type: nauc_map_at_20_diff1 value: 0.5059 - type: nauc_map_at_100_max value: -15.7023 - type: nauc_map_at_100_std value: 11.6893 - type: nauc_map_at_100_diff1 value: -0.6727000000000001 - type: nauc_map_at_1000_max value: -14.162700000000001 - type: nauc_map_at_1000_std value: 14.4614 - type: nauc_map_at_1000_diff1 value: -0.3813 - type: nauc_recall_at_1_max value: -22.354 - type: nauc_recall_at_1_std value: -10.9271 - type: nauc_recall_at_1_diff1 value: 27.7288 - type: nauc_recall_at_3_max value: -25.067 - type: nauc_recall_at_3_std value: -3.5932 - type: nauc_recall_at_3_diff1 value: 7.6448 - type: nauc_recall_at_5_max value: -31.9521 - type: nauc_recall_at_5_std value: -12.973299999999998 - type: nauc_recall_at_5_diff1 value: -0.8931 - type: nauc_recall_at_10_max value: -26.1132 - type: nauc_recall_at_10_std value: -7.3447 - type: nauc_recall_at_10_diff1 value: -4.7741999999999996 - type: nauc_recall_at_20_max value: -18.1067 - type: nauc_recall_at_20_std value: 2.8136 - type: nauc_recall_at_20_diff1 value: -10.4605 - type: nauc_recall_at_100_max value: -16.423199999999998 - type: nauc_recall_at_100_std value: 44.8333 - type: nauc_recall_at_100_diff1 value: -6.1889 - type: nauc_recall_at_1000_max value: 8.706 - type: nauc_recall_at_1000_std value: 74.9427 - type: nauc_recall_at_1000_diff1 value: -11.8207 - type: nauc_precision_at_1_max value: -17.1924 - type: nauc_precision_at_1_std value: 0.0948 - type: nauc_precision_at_1_diff1 value: 28.084300000000002 - type: nauc_precision_at_3_max value: -23.0318 - type: nauc_precision_at_3_std value: 14.8594 - type: nauc_precision_at_3_diff1 value: 12.4551 - type: nauc_precision_at_5_max value: -26.849800000000002 - type: nauc_precision_at_5_std value: 2.2552 - type: nauc_precision_at_5_diff1 value: 6.4963999999999995 - type: nauc_precision_at_10_max value: -14.1258 - type: nauc_precision_at_10_std value: 9.764299999999999 - type: nauc_precision_at_10_diff1 value: 2.9594 - type: nauc_precision_at_20_max value: 0.6306 - type: nauc_precision_at_20_std value: 24.2147 - type: nauc_precision_at_20_diff1 value: -3.5282 - type: nauc_precision_at_100_max value: 11.4275 - type: nauc_precision_at_100_std value: 71.0325 - type: nauc_precision_at_100_diff1 value: -6.978800000000001 - type: nauc_precision_at_1000_max value: 37.155899999999995 - type: nauc_precision_at_1000_std value: 20.5794 - type: nauc_precision_at_1000_diff1 value: -11.6191 - type: nauc_mrr_at_1_max value: -17.1924 - type: nauc_mrr_at_1_std value: 0.0948 - type: nauc_mrr_at_1_diff1 value: 28.084300000000002 - type: nauc_mrr_at_3_max value: -26.1233 - type: nauc_mrr_at_3_std value: 12.6302 - type: nauc_mrr_at_3_diff1 value: 17.8467 - type: nauc_mrr_at_5_max value: -23.641499999999997 - type: nauc_mrr_at_5_std value: 8.3047 - type: nauc_mrr_at_5_diff1 value: 20.5063 - type: nauc_mrr_at_10_max value: -23.5564 - type: nauc_mrr_at_10_std value: 8.5333 - type: nauc_mrr_at_10_diff1 value: 20.5287 - type: nauc_mrr_at_20_max value: -23.154700000000002 - type: nauc_mrr_at_20_std value: 9.079600000000001 - type: nauc_mrr_at_20_diff1 value: 21.3888 - type: nauc_mrr_at_100_max value: -23.3008 - type: nauc_mrr_at_100_std value: 8.7424 - type: nauc_mrr_at_100_diff1 value: 21.2832 - type: nauc_mrr_at_1000_max value: -23.3008 - type: nauc_mrr_at_1000_std value: 8.7424 - type: nauc_mrr_at_1000_diff1 value: 21.2832 - type: main_score value: 31.395 task: type: Retrieval - dataset: config: default name: MTEB ToxicConversationsClassification (default) revision: edfaf9da55d3dd50d43143d90c1ac476895ae6de split: test type: mteb/toxic_conversations_50k metrics: - type: accuracy value: 91.3135 - type: f1 value: 78.12480000000001 - type: f1_weighted value: 92.4208 - type: ap value: 41.943599999999996 - type: ap_weighted value: 41.943599999999996 - type: main_score value: 91.3135 task: type: Classification - dataset: config: default name: MTEB TweetSentimentExtractionClassification (default) revision: d604517c81ca91fe16a244d1248fc021f9ecee7a split: test type: mteb/tweet_sentiment_extraction metrics: - type: accuracy value: 77.24109999999999 - type: f1 value: 77.4964 - type: f1_weighted value: 77.0248 - type: main_score value: 77.24109999999999 task: type: Classification - dataset: config: default name: MTEB TwentyNewsgroupsClustering (default) revision: 6125ec4e24fa026cec8a478383ee943acfbd5449 split: test type: mteb/twentynewsgroups-clustering metrics: - type: v_measure value: 63.132200000000005 - type: v_measure_std value: 0.7163 - type: main_score value: 63.132200000000005 task: type: Clustering - dataset: config: default name: MTEB TwitterSemEval2015 (default) revision: 70970daeab8776df92f5ea462b6173c0b46fd2d1 split: test type: mteb/twittersemeval2015-pairclassification metrics: - type: similarity_accuracy value: 88.061 - type: similarity_accuracy_threshold value: 85.9546 - type: similarity_f1 value: 73.36240000000001 - type: similarity_f1_threshold value: 84.0127 - type: similarity_precision value: 71.47149999999999 - type: similarity_recall value: 75.3562 - type: similarity_ap value: 80.2787 - type: cosine_accuracy value: 88.061 - type: cosine_accuracy_threshold value: 85.9546 - type: cosine_f1 value: 73.36240000000001 - type: cosine_f1_threshold value: 84.0127 - type: cosine_precision value: 71.47149999999999 - type: cosine_recall value: 75.3562 - type: cosine_ap value: 80.2787 - type: manhattan_accuracy value: 87.8941 - type: manhattan_accuracy_threshold value: 4374.3263 - type: manhattan_f1 value: 72.929 - type: manhattan_f1_threshold value: 4637.7289 - type: manhattan_precision value: 71.3636 - type: manhattan_recall value: 74.5646 - type: manhattan_ap value: 79.98140000000001 - type: euclidean_accuracy value: 88.0789 - type: euclidean_accuracy_threshold value: 52.9742 - type: euclidean_f1 value: 73.3591 - type: euclidean_f1_threshold value: 56.4815 - type: euclidean_precision value: 71.608 - type: euclidean_recall value: 75.19789999999999 - type: euclidean_ap value: 80.2656 - type: dot_accuracy value: 88.0789 - type: dot_accuracy_threshold value: 85.8034 - type: dot_f1 value: 73.40379999999999 - type: dot_f1_threshold value: 84.3213 - type: dot_precision value: 72.6544 - type: dot_recall value: 74.16890000000001 - type: dot_ap value: 80.32010000000001 - type: max_accuracy value: 88.0789 - type: max_f1 value: 73.40379999999999 - type: max_precision value: 72.6544 - type: max_recall value: 75.3562 - type: max_ap value: 80.32010000000001 - type: main_score value: 80.32010000000001 task: type: PairClassification - dataset: config: default name: MTEB TwitterURLCorpus (default) revision: 8b6510b0b1fa4e4c4f879467980e9be563ec1cdf split: test type: mteb/twitterurlcorpus-pairclassification metrics: - type: similarity_accuracy value: 89.93090000000001 - type: similarity_accuracy_threshold value: 82.1349 - type: similarity_f1 value: 80.1377 - type: similarity_f1_threshold value: 80.5047 - type: similarity_precision value: 77.1539 - type: similarity_recall value: 83.3616 - type: similarity_ap value: 87.6917 - type: cosine_accuracy value: 89.93090000000001 - type: cosine_accuracy_threshold value: 82.1349 - type: cosine_f1 value: 80.1377 - type: cosine_f1_threshold value: 80.5047 - type: cosine_precision value: 77.1539 - type: cosine_recall value: 83.3616 - type: cosine_ap value: 87.6917 - type: manhattan_accuracy value: 89.86880000000001 - type: manhattan_accuracy_threshold value: 4882.7347 - type: manhattan_f1 value: 80.2323 - type: manhattan_f1_threshold value: 5185.1944 - type: manhattan_precision value: 76.74889999999999 - type: manhattan_recall value: 84.0468 - type: manhattan_ap value: 87.70750000000001 - type: euclidean_accuracy value: 89.94640000000001 - type: euclidean_accuracy_threshold value: 59.9149 - type: euclidean_f1 value: 80.1527 - type: euclidean_f1_threshold value: 62.3611 - type: euclidean_precision value: 77.2744 - type: euclidean_recall value: 83.2538 - type: euclidean_ap value: 87.6922 - type: dot_accuracy value: 89.9038 - type: dot_accuracy_threshold value: 82.53049999999999 - type: dot_f1 value: 80.0969 - type: dot_f1_threshold value: 80.7285 - type: dot_precision value: 77.5853 - type: dot_recall value: 82.77640000000001 - type: dot_ap value: 87.668 - type: max_accuracy value: 89.94640000000001 - type: max_f1 value: 80.2323 - type: max_precision value: 77.5853 - type: max_recall value: 84.0468 - type: max_ap value: 87.70750000000001 - type: main_score value: 87.70750000000001 task: type: PairClassification datasets: - BAAI/Infinity-MM - HuggingFaceFW/fineweb-edu language: - en base_model: - dunzhang/stella_en_1.5B_v5 - google/siglip-so400m-patch14-384 tags: - mteb --- ## Introduction Based on dunzhang/stella_en_1.5B_v5 and google/siglip-so400m-patch14-384. It can encode both text and image. Details is coming soon. ## Usage ```python import functools import PIL import numpy as np import torch from typing import Dict from io import BytesIO from transformers import SiglipImageProcessor from sentence_transformers import SentenceTransformer def jasper_vl_forward(self, features: dict[str, torch.Tensor], **kwargs) -> dict[str, torch.Tensor]: trans_features = {"input_ids": features["input_ids"], "attention_mask": features["attention_mask"]} if "pixel_values" in features: trans_features["pixel_values"] = features["pixel_values"] sentence_embedding = self.auto_model(**trans_features, **kwargs)["sentence_embedding"] features.update({"sentence_embedding": sentence_embedding}) return features def jasper_vl_tokenize(self, texts: list[Dict] | list[str]) -> dict[str, torch.Tensor]: img_start_token = "<|jasper_img_start|>" img_token = "<|jasper_img_token|>" img_end_token = "<|jasper_img_end|>" num_img_tokens = 300 def process_text_item(item): if isinstance(item, str): return item, [] text, images = "", [] for sub_item in item: if sub_item["type"] == "text": text += sub_item["content"] elif sub_item["type"] == "image_bytes": text += img_start_token + img_token * num_img_tokens + img_end_token images.append(PIL.Image.open(BytesIO(sub_item["content"])).convert("RGB")) elif sub_item["type"] == "image_path": text += img_start_token + img_token * num_img_tokens + img_end_token images.append(PIL.Image.open(sub_item["content"]).convert("RGB")) else: raise ValueError(f"unknown data type {sub_item['type']}") return text, images all_texts, all_images = [], [] for item in texts: text, images = process_text_item(item) all_texts.append(text) all_images.extend(images) ipt = self.tokenizer(all_texts, padding="longest", truncation=True, max_length=1024, return_tensors="pt") if all_images: ipt["pixel_values"] = self.processor( images=all_images, return_tensors="pt" )["pixel_values"] # For the sake of demonstration, external variables are used here, please modify the code according to your own environment. if use_gpu: ipt["pixel_values"] = ipt["pixel_values"].bfloat16() return ipt DOC1 = """ Blue light is scattered in all directions by the tiny molecules of air in Earth's atmosphere. Blue is scattered more than other colors because it travels as shorter, smaller waves. This is why we see a blue sky most of the time. Closer to the horizon, the sky fades to a lighter blue or white. """ DOC2 = """ When choosing colors, you can consider the following factors: Color theory: Understand how colors work together and how they can evoke different reactions. Color psychology: Consider how colors affect emotions, behaviors, and responses. Brand identity: Colors can convey meaning and information about a brand. Mood: Consider the mood you want to create. For example, brighter colors can feel cheerful, while cooler colors can be calming. Space: Consider the size of the space and the amount of natural light it receives. Dark colors can make a room feel smaller, while light colors can make it feel larger. Color wheel: Use the color wheel to identify primary, secondary, and tertiary colors. Color combinations: Decide how to best complement your preferred color with others. Color palette: Limit your color palette to a main color and one or two additional colors. 60-30-10 rule: Use a primary color 60% of the time, a secondary color 30% of the time, and an accent color 10% of the time """ prompt_dict = { "s2p_query": "Instruct: Given a web search query, retrieve relevant passages that answer the query.\nQuery: ", "s2s_query": "Instruct: Retrieve semantically similar text.\nQuery: " } if __name__ == "__main__": # load model use_gpu = False model_name = "infgrad/jasper_en_vision_language_v1" model = SentenceTransformer( model_name, trust_remote_code=True, device="cpu", model_kwargs={ "torch_dtype": torch.bfloat16 if use_gpu else torch.float32, "attn_implementation": "sdpa" }, # vector_dim must be 12288, 1024, 512, 256 ## 1024 is recommended # set is_text_encoder 'True', if you do not encode image config_kwargs={"is_text_encoder": False, "vector_dim": 1024}, tokenizer_kwargs={"padding_side": "right"} ) # jasper model cannot directly be used in SentenceTransformer, do some modifications model.processor = SiglipImageProcessor.from_pretrained(model_name) model.tokenize = functools.partial(jasper_vl_tokenize, model) model._first_module().forward = functools.partial(jasper_vl_forward, model._first_module()) model.max_seq_length = 1024 # data q_list = [ "Why the sky is blue?", "how to choose suitable color", ] doc_list = [ DOC1, [{"type": "image_path", "content": "./assets/img1.png"}, {"type": "text", "content": "Hope this image helps!"}], DOC2, [{"type": "image_path", "content": "./assets/img2.png"}], ] q_vecs = model.encode([prompt_dict["s2p_query"] + text for text in q_list], normalize_embeddings=True) doc_vecs = model.encode(doc_list, normalize_embeddings=True) print(np.matmul(q_vecs, doc_vecs.T)) # the output is: # [[0.777521 0.75944513 0.24291277 0.2187205] # [0.32261407 0.30536035 0.74208796 0.5484469]] ``` ## License **This model should not be used for any commercial purpose!**