|  | --- | 
					
						
						|  | pipeline_tag: sentence-similarity | 
					
						
						|  | tags: | 
					
						
						|  | - sentence-transformers | 
					
						
						|  | - feature-extraction | 
					
						
						|  | - sentence-similarity | 
					
						
						|  | - mteb | 
					
						
						|  | - arctic | 
					
						
						|  | - snowflake-arctic-embed | 
					
						
						|  | - transformers.js | 
					
						
						|  | - mlx | 
					
						
						|  | license: apache-2.0 | 
					
						
						|  | language: | 
					
						
						|  | - af | 
					
						
						|  | - ar | 
					
						
						|  | - az | 
					
						
						|  | - be | 
					
						
						|  | - bg | 
					
						
						|  | - bn | 
					
						
						|  | - ca | 
					
						
						|  | - ceb | 
					
						
						|  | - cs | 
					
						
						|  | - cy | 
					
						
						|  | - da | 
					
						
						|  | - de | 
					
						
						|  | - el | 
					
						
						|  | - en | 
					
						
						|  | - es | 
					
						
						|  | - et | 
					
						
						|  | - eu | 
					
						
						|  | - fa | 
					
						
						|  | - fi | 
					
						
						|  | - fr | 
					
						
						|  | - gl | 
					
						
						|  | - gu | 
					
						
						|  | - he | 
					
						
						|  | - hi | 
					
						
						|  | - hr | 
					
						
						|  | - ht | 
					
						
						|  | - hu | 
					
						
						|  | - hy | 
					
						
						|  | - id | 
					
						
						|  | - is | 
					
						
						|  | - it | 
					
						
						|  | - ja | 
					
						
						|  | - jv | 
					
						
						|  | - ka | 
					
						
						|  | - kk | 
					
						
						|  | - km | 
					
						
						|  | - kn | 
					
						
						|  | - ko | 
					
						
						|  | - ky | 
					
						
						|  | - lo | 
					
						
						|  | - lt | 
					
						
						|  | - lv | 
					
						
						|  | - mk | 
					
						
						|  | - ml | 
					
						
						|  | - mn | 
					
						
						|  | - mr | 
					
						
						|  | - ms | 
					
						
						|  | - my | 
					
						
						|  | - ne | 
					
						
						|  | - nl | 
					
						
						|  | - pa | 
					
						
						|  | - pl | 
					
						
						|  | - pt | 
					
						
						|  | - qu | 
					
						
						|  | - ro | 
					
						
						|  | - ru | 
					
						
						|  | - si | 
					
						
						|  | - sk | 
					
						
						|  | - sl | 
					
						
						|  | - so | 
					
						
						|  | - sq | 
					
						
						|  | - sr | 
					
						
						|  | - sv | 
					
						
						|  | - sw | 
					
						
						|  | - ta | 
					
						
						|  | - te | 
					
						
						|  | - th | 
					
						
						|  | - tl | 
					
						
						|  | - tr | 
					
						
						|  | - uk | 
					
						
						|  | - ur | 
					
						
						|  | - vi | 
					
						
						|  | - yo | 
					
						
						|  | - zh | 
					
						
						|  | model-index: | 
					
						
						|  | - name: snowflake-arctic-embed-l-v2.0 | 
					
						
						|  | results: | 
					
						
						|  | - task: | 
					
						
						|  | type: Classification | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB AmazonCounterfactualClassification (en-ext) | 
					
						
						|  | type: mteb/amazon_counterfactual | 
					
						
						|  | config: en-ext | 
					
						
						|  | split: test | 
					
						
						|  | revision: e8379541af4e31359cca9fbcf4b00f2671dba205 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: accuracy | 
					
						
						|  | value: 67.039 | 
					
						
						|  | - type: f1 | 
					
						
						|  | value: 55.1806 | 
					
						
						|  | - type: f1_weighted | 
					
						
						|  | value: 73.41149999999999 | 
					
						
						|  | - type: ap | 
					
						
						|  | value: 17.9914 | 
					
						
						|  | - type: ap_weighted | 
					
						
						|  | value: 17.9914 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 67.039 | 
					
						
						|  | - task: | 
					
						
						|  | type: Classification | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB AmazonCounterfactualClassification (en) | 
					
						
						|  | type: mteb/amazon_counterfactual | 
					
						
						|  | config: en | 
					
						
						|  | split: test | 
					
						
						|  | revision: e8379541af4e31359cca9fbcf4b00f2671dba205 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: accuracy | 
					
						
						|  | value: 65.59700000000001 | 
					
						
						|  | - type: f1 | 
					
						
						|  | value: 60.244299999999996 | 
					
						
						|  | - type: f1_weighted | 
					
						
						|  | value: 68.9975 | 
					
						
						|  | - type: ap | 
					
						
						|  | value: 29.762100000000004 | 
					
						
						|  | - type: ap_weighted | 
					
						
						|  | value: 29.762100000000004 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 65.59700000000001 | 
					
						
						|  | - task: | 
					
						
						|  | type: Classification | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB AmazonPolarityClassification (default) | 
					
						
						|  | type: mteb/amazon_polarity | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: e2d317d38cd51312af73b3d32a06d1a08b442046 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: accuracy | 
					
						
						|  | value: 74.2565 | 
					
						
						|  | - type: f1 | 
					
						
						|  | value: 74.0291 | 
					
						
						|  | - type: f1_weighted | 
					
						
						|  | value: 74.0291 | 
					
						
						|  | - type: ap | 
					
						
						|  | value: 68.7595 | 
					
						
						|  | - type: ap_weighted | 
					
						
						|  | value: 68.7595 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 74.2565 | 
					
						
						|  | - task: | 
					
						
						|  | type: Classification | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB AmazonReviewsClassification (en) | 
					
						
						|  | type: mteb/amazon_reviews_multi | 
					
						
						|  | config: en | 
					
						
						|  | split: test | 
					
						
						|  | revision: 1399c76144fd37290681b995c656ef9b2e06e26d | 
					
						
						|  | metrics: | 
					
						
						|  | - type: accuracy | 
					
						
						|  | value: 34.946 | 
					
						
						|  | - type: f1 | 
					
						
						|  | value: 34.2853 | 
					
						
						|  | - type: f1_weighted | 
					
						
						|  | value: 34.2853 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 34.946 | 
					
						
						|  | - task: | 
					
						
						|  | type: Retrieval | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB ArguAna (default) | 
					
						
						|  | type: mteb/arguana | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: c22ab2a51041ffd869aaddef7af8d8215647e41a | 
					
						
						|  | metrics: | 
					
						
						|  | - type: ndcg_at_1 | 
					
						
						|  | value: 33.286 | 
					
						
						|  | - type: ndcg_at_3 | 
					
						
						|  | value: 49.051 | 
					
						
						|  | - type: ndcg_at_5 | 
					
						
						|  | value: 54.107000000000006 | 
					
						
						|  | - type: ndcg_at_10 | 
					
						
						|  | value: 59.146 | 
					
						
						|  | - type: ndcg_at_20 | 
					
						
						|  | value: 60.897999999999996 | 
					
						
						|  | - type: ndcg_at_100 | 
					
						
						|  | value: 61.78399999999999 | 
					
						
						|  | - type: ndcg_at_1000 | 
					
						
						|  | value: 61.845000000000006 | 
					
						
						|  | - type: map_at_1 | 
					
						
						|  | value: 33.286 | 
					
						
						|  | - type: map_at_3 | 
					
						
						|  | value: 45.14 | 
					
						
						|  | - type: map_at_5 | 
					
						
						|  | value: 47.939 | 
					
						
						|  | - type: map_at_10 | 
					
						
						|  | value: 50.046 | 
					
						
						|  | - type: map_at_20 | 
					
						
						|  | value: 50.56 | 
					
						
						|  | - type: map_at_100 | 
					
						
						|  | value: 50.708 | 
					
						
						|  | - type: map_at_1000 | 
					
						
						|  | value: 50.712 | 
					
						
						|  | - type: recall_at_1 | 
					
						
						|  | value: 33.286 | 
					
						
						|  | - type: recall_at_3 | 
					
						
						|  | value: 60.38400000000001 | 
					
						
						|  | - type: recall_at_5 | 
					
						
						|  | value: 72.688 | 
					
						
						|  | - type: recall_at_10 | 
					
						
						|  | value: 88.122 | 
					
						
						|  | - type: recall_at_20 | 
					
						
						|  | value: 94.808 | 
					
						
						|  | - type: recall_at_100 | 
					
						
						|  | value: 99.21799999999999 | 
					
						
						|  | - type: recall_at_1000 | 
					
						
						|  | value: 99.644 | 
					
						
						|  | - type: precision_at_1 | 
					
						
						|  | value: 33.286 | 
					
						
						|  | - type: precision_at_3 | 
					
						
						|  | value: 20.128 | 
					
						
						|  | - type: precision_at_5 | 
					
						
						|  | value: 14.538 | 
					
						
						|  | - type: precision_at_10 | 
					
						
						|  | value: 8.812000000000001 | 
					
						
						|  | - type: precision_at_20 | 
					
						
						|  | value: 4.74 | 
					
						
						|  | - type: precision_at_100 | 
					
						
						|  | value: 0.992 | 
					
						
						|  | - type: precision_at_1000 | 
					
						
						|  | value: 0.1 | 
					
						
						|  | - type: mrr_at_1 | 
					
						
						|  | value: 33.926 | 
					
						
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						|  | value: 45.3414 | 
					
						
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						|  | value: 50.9259 | 
					
						
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						|  | value: 50.9294 | 
					
						
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						|  | value: -8.6773 | 
					
						
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						|  | value: 13.354 | 
					
						
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						|  | value: -8.7533 | 
					
						
						|  | - type: nauc_mrr_at_100_std | 
					
						
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						|  | value: -8.7608 | 
					
						
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						|  | - task: | 
					
						
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						|  | dataset: | 
					
						
						|  | name: MTEB ArxivClusteringP2P (default) | 
					
						
						|  | type: mteb/arxiv-clustering-p2p | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: a122ad7f3f0291bf49cc6f4d32aa80929df69d5d | 
					
						
						|  | metrics: | 
					
						
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						|  | value: 43.9715 | 
					
						
						|  | - type: v_measure_std | 
					
						
						|  | value: 13.4325 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 43.9715 | 
					
						
						|  | - task: | 
					
						
						|  | type: Clustering | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB ArxivClusteringS2S (default) | 
					
						
						|  | type: mteb/arxiv-clustering-s2s | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: f910caf1a6075f7329cdf8c1a6135696f37dbd53 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: v_measure | 
					
						
						|  | value: 34.775800000000004 | 
					
						
						|  | - type: v_measure_std | 
					
						
						|  | value: 13.922799999999999 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 34.775800000000004 | 
					
						
						|  | - task: | 
					
						
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						|  | dataset: | 
					
						
						|  | name: MTEB AskUbuntuDupQuestions (default) | 
					
						
						|  | type: mteb/askubuntudupquestions-reranking | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: 2000358ca161889fa9c082cb41daa8dcfb161a54 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: map | 
					
						
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						|  | - type: mrr | 
					
						
						|  | value: 77.5965 | 
					
						
						|  | - type: nAUC_map_max | 
					
						
						|  | value: 21.2353 | 
					
						
						|  | - type: nAUC_map_std | 
					
						
						|  | value: 17.002100000000002 | 
					
						
						|  | - type: nAUC_map_diff1 | 
					
						
						|  | value: 3.8135000000000003 | 
					
						
						|  | - type: nAUC_mrr_max | 
					
						
						|  | value: 35.058299999999996 | 
					
						
						|  | - type: nAUC_mrr_std | 
					
						
						|  | value: 20.432 | 
					
						
						|  | - type: nAUC_mrr_diff1 | 
					
						
						|  | value: 9.2584 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 63.3521 | 
					
						
						|  | - task: | 
					
						
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						|  | dataset: | 
					
						
						|  | name: MTEB BIOSSES (default) | 
					
						
						|  | type: mteb/biosses-sts | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: d3fb88f8f02e40887cd149695127462bbcf29b4a | 
					
						
						|  | metrics: | 
					
						
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						|  | value: 89.8072 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 87.2875 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 89.8072 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 87.2875 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 87.9173 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 86.7327 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 88.21600000000001 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 87.2875 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 87.2875 | 
					
						
						|  | - task: | 
					
						
						|  | type: Classification | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB Banking77Classification (default) | 
					
						
						|  | type: mteb/banking77 | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: 0fd18e25b25c072e09e0d92ab615fda904d66300 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: accuracy | 
					
						
						|  | value: 81.8149 | 
					
						
						|  | - type: f1 | 
					
						
						|  | value: 81.2226 | 
					
						
						|  | - type: f1_weighted | 
					
						
						|  | value: 81.2226 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 81.8149 | 
					
						
						|  | - task: | 
					
						
						|  | type: Clustering | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB BiorxivClusteringP2P (default) | 
					
						
						|  | type: mteb/biorxiv-clustering-p2p | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: 65b79d1d13f80053f67aca9498d9402c2d9f1f40 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: v_measure | 
					
						
						|  | value: 35.0927 | 
					
						
						|  | - type: v_measure_std | 
					
						
						|  | value: 0.7048 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 35.0927 | 
					
						
						|  | - task: | 
					
						
						|  | type: Clustering | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB BiorxivClusteringS2S (default) | 
					
						
						|  | type: mteb/biorxiv-clustering-s2s | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: 258694dd0231531bc1fd9de6ceb52a0853c6d908 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: v_measure | 
					
						
						|  | value: 30.220999999999997 | 
					
						
						|  | - type: v_measure_std | 
					
						
						|  | value: 1.107 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 30.220999999999997 | 
					
						
						|  | - task: | 
					
						
						|  | type: Retrieval | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB CQADupstackAndroidRetrieval (default) | 
					
						
						|  | type: mteb/cqadupstack-android | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: f46a197baaae43b4f621051089b82a364682dfeb | 
					
						
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						|  | - type: ndcg_at_3 | 
					
						
						|  | value: 50.109 | 
					
						
						|  | - type: ndcg_at_5 | 
					
						
						|  | value: 52.88699999999999 | 
					
						
						|  | - type: ndcg_at_10 | 
					
						
						|  | value: 55.799 | 
					
						
						|  | - type: ndcg_at_20 | 
					
						
						|  | value: 57.589999999999996 | 
					
						
						|  | - type: ndcg_at_100 | 
					
						
						|  | value: 60.539 | 
					
						
						|  | - type: ndcg_at_1000 | 
					
						
						|  | value: 61.897000000000006 | 
					
						
						|  | - type: map_at_1 | 
					
						
						|  | value: 36.230000000000004 | 
					
						
						|  | - type: map_at_3 | 
					
						
						|  | value: 44.929 | 
					
						
						|  | - type: map_at_5 | 
					
						
						|  | value: 47.191 | 
					
						
						|  | - type: map_at_10 | 
					
						
						|  | value: 48.88 | 
					
						
						|  | - type: map_at_20 | 
					
						
						|  | value: 49.685 | 
					
						
						|  | - type: map_at_100 | 
					
						
						|  | value: 50.327 | 
					
						
						|  | - type: map_at_1000 | 
					
						
						|  | value: 50.431000000000004 | 
					
						
						|  | - type: recall_at_1 | 
					
						
						|  | value: 36.230000000000004 | 
					
						
						|  | - type: recall_at_3 | 
					
						
						|  | value: 53.173 | 
					
						
						|  | - type: recall_at_5 | 
					
						
						|  | value: 60.35 | 
					
						
						|  | - type: recall_at_10 | 
					
						
						|  | value: 69.07 | 
					
						
						|  | - type: recall_at_20 | 
					
						
						|  | value: 75.371 | 
					
						
						|  | - type: recall_at_100 | 
					
						
						|  | value: 88.736 | 
					
						
						|  | - type: recall_at_1000 | 
					
						
						|  | value: 96.75399999999999 | 
					
						
						|  | - type: precision_at_1 | 
					
						
						|  | value: 44.349 | 
					
						
						|  | - type: precision_at_3 | 
					
						
						|  | value: 23.748 | 
					
						
						|  | - type: precision_at_5 | 
					
						
						|  | value: 17.368 | 
					
						
						|  | - type: precision_at_10 | 
					
						
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						|  | - type: precision_at_20 | 
					
						
						|  | value: 6.152 | 
					
						
						|  | - type: precision_at_100 | 
					
						
						|  | value: 1.6150000000000002 | 
					
						
						|  | - type: precision_at_1000 | 
					
						
						|  | value: 0.201 | 
					
						
						|  | - type: mrr_at_1 | 
					
						
						|  | value: 44.3491 | 
					
						
						|  | - type: mrr_at_3 | 
					
						
						|  | value: 52.0744 | 
					
						
						|  | - type: mrr_at_5 | 
					
						
						|  | value: 53.9628 | 
					
						
						|  | - type: mrr_at_10 | 
					
						
						|  | value: 54.9072 | 
					
						
						|  | - type: mrr_at_20 | 
					
						
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						|  | - type: mrr_at_100 | 
					
						
						|  | value: 55.4537 | 
					
						
						|  | - type: mrr_at_1000 | 
					
						
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						|  | - type: nauc_ndcg_at_1_max | 
					
						
						|  | value: 36.404599999999995 | 
					
						
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						|  | value: -4.5556 | 
					
						
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						|  | value: 57.4025 | 
					
						
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						|  | value: -2.2339 | 
					
						
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						|  | value: 50.9146 | 
					
						
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						|  | value: 51.638 | 
					
						
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						|  | value: 38.4619 | 
					
						
						|  | - type: nauc_ndcg_at_10_std | 
					
						
						|  | value: -2.8955 | 
					
						
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						|  | - type: nauc_ndcg_at_20_max | 
					
						
						|  | value: 38.2122 | 
					
						
						|  | - type: nauc_ndcg_at_20_std | 
					
						
						|  | value: -1.9339 | 
					
						
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						|  | value: 50.4981 | 
					
						
						|  | - type: nauc_ndcg_at_100_max | 
					
						
						|  | value: 39.380900000000004 | 
					
						
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						|  | - type: nauc_ndcg_at_1000_max | 
					
						
						|  | value: 38.9069 | 
					
						
						|  | - type: nauc_ndcg_at_1000_std | 
					
						
						|  | value: -0.8251 | 
					
						
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						|  | value: 51.605500000000006 | 
					
						
						|  | - type: nauc_map_at_1_max | 
					
						
						|  | value: 31.694 | 
					
						
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						|  | - type: nauc_map_at_3_std | 
					
						
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						|  | value: 52.394 | 
					
						
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						|  | - type: nauc_map_at_10_max | 
					
						
						|  | value: 37.2695 | 
					
						
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						|  | value: -3.7142 | 
					
						
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						|  | value: 37.4097 | 
					
						
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						|  | value: -3.0479 | 
					
						
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						|  | value: 52.2999 | 
					
						
						|  | - type: nauc_map_at_100_max | 
					
						
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						|  | - type: nauc_map_at_100_std | 
					
						
						|  | value: -2.7363999999999997 | 
					
						
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						|  | value: 52.5068 | 
					
						
						|  | - type: nauc_map_at_1000_max | 
					
						
						|  | value: 37.6406 | 
					
						
						|  | - type: nauc_map_at_1000_std | 
					
						
						|  | value: -2.7695000000000003 | 
					
						
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						|  | value: 52.5091 | 
					
						
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						|  | value: 35.9705 | 
					
						
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						|  | type: Retrieval | 
					
						
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						|  | - task: | 
					
						
						|  | type: Retrieval | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB CQADupstackPhysicsRetrieval (default) | 
					
						
						|  | type: mteb/cqadupstack-physics | 
					
						
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						|  | - task: | 
					
						
						|  | type: Retrieval | 
					
						
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						|  | name: MTEB CQADupstackProgrammersRetrieval (default) | 
					
						
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						|  | name: MTEB CQADupstackRetrieval (default) | 
					
						
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						|  | name: MTEB CQADupstackStatsRetrieval (default) | 
					
						
						|  | type: mteb/cqadupstack-stats | 
					
						
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						|  | type: Retrieval | 
					
						
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						|  | name: MTEB CQADupstackUnixRetrieval (default) | 
					
						
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						|  | - task: | 
					
						
						|  | type: Retrieval | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB CQADupstackWebmastersRetrieval (default) | 
					
						
						|  | type: mteb/cqadupstack-webmasters | 
					
						
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						|  | type: Retrieval | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB CQADupstackWordpressRetrieval (default) | 
					
						
						|  | type: mteb/cqadupstack-wordpress | 
					
						
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						|  | name: MTEB FEVER (default) | 
					
						
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						|  | name: MTEB FiQA2018 (default) | 
					
						
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						|  | name: MTEB HotpotQA (default) | 
					
						
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						|  | - task: | 
					
						
						|  | type: Classification | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB ImdbClassification (default) | 
					
						
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						|  | - type: main_score | 
					
						
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						|  | - task: | 
					
						
						|  | type: Retrieval | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB MSMARCO (default) | 
					
						
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						|  | config: default | 
					
						
						|  | split: dev | 
					
						
						|  | revision: c5a29a104738b98a9e76336939199e264163d4a0 | 
					
						
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						|  | - type: recall_at_100 | 
					
						
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						|  | name: MTEB MTOPIntentClassification (en) | 
					
						
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						|  | revision: ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba | 
					
						
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						|  | name: MTEB MassiveIntentClassification (en) | 
					
						
						|  | type: mteb/amazon_massive_intent | 
					
						
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						|  | revision: 4672e20407010da34463acc759c162ca9734bca6 | 
					
						
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						|  | name: MTEB MassiveScenarioClassification (en) | 
					
						
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						|  | name: MTEB MedrxivClusteringP2P (default) | 
					
						
						|  | type: mteb/medrxiv-clustering-p2p | 
					
						
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						|  | name: MTEB MedrxivClusteringS2S (default) | 
					
						
						|  | type: mteb/medrxiv-clustering-s2s | 
					
						
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						|  | name: MTEB NFCorpus (default) | 
					
						
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						|  | revision: ec0fa4fe99da2ff19ca1214b7966684033a58814 | 
					
						
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						|  | type: Retrieval | 
					
						
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						|  | name: MTEB NQ (default) | 
					
						
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						|  | name: MTEB RedditClustering (default) | 
					
						
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						|  | name: MTEB RedditClusteringP2P (default) | 
					
						
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						|  | revision: 385e3cb46b4cfa89021f56c4380204149d0efe33 | 
					
						
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						|  | revision: f8c2fcf00f625baaa80f62ec5bd9e1fff3b8ae88 | 
					
						
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						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS12 (default) | 
					
						
						|  | type: mteb/sts12-sts | 
					
						
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						|  | split: test | 
					
						
						|  | revision: a0d554a64d88156834ff5ae9920b964011b16384 | 
					
						
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						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: 7e90230a92c190f1bf69ae9002b8cea547a64cca | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 77.8946 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 80.4405 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 77.8946 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 80.4405 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 79.6856 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 80.1236 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 80.0315 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 80.44059999999999 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 80.4405 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS14 (default) | 
					
						
						|  | type: mteb/sts14-sts | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: 6031580fec1f6af667f0bd2da0a551cf4f0b2375 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 76.2196 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 75.10419999999999 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 76.2196 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 75.10419999999999 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 75.4647 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 74.81179999999999 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 75.8091 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 75.10419999999999 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 75.10419999999999 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS15 (default) | 
					
						
						|  | type: mteb/sts15-sts | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: ae752c7c21bf194d8b67fd573edf7ae58183cbe3 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 81.2455 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 82.8681 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 81.2455 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 82.8681 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 82.4327 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 82.7513 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 82.5635 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 82.8681 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 82.8681 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS16 (default) | 
					
						
						|  | type: mteb/sts16-sts | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: 4d8694f8f0e0100860b497b999b3dbed754a0513 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 81.6322 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 83.487 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 81.6322 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 83.487 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 83.0048 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 83.4064 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 83.0938 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 83.487 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 83.487 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS17 (en-en) | 
					
						
						|  | type: mteb/sts17-crosslingual-sts | 
					
						
						|  | config: en-en | 
					
						
						|  | split: test | 
					
						
						|  | revision: faeb762787bd10488a50c8b5be4a3b82e411949c | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 81.1124 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 84.5436 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 81.1124 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 84.5436 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 83.5158 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 84.596 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 83.4429 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 84.5436 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 84.5436 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS17 (en-tr) | 
					
						
						|  | type: mteb/sts17-crosslingual-sts | 
					
						
						|  | config: en-tr | 
					
						
						|  | split: test | 
					
						
						|  | revision: faeb762787bd10488a50c8b5be4a3b82e411949c | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 62.0001 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 63.631099999999996 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 62.0001 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 63.631099999999996 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 62.239599999999996 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 62.892199999999995 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 62.9809 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 63.631099999999996 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 63.631099999999996 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS17 (it-en) | 
					
						
						|  | type: mteb/sts17-crosslingual-sts | 
					
						
						|  | config: it-en | 
					
						
						|  | split: test | 
					
						
						|  | revision: faeb762787bd10488a50c8b5be4a3b82e411949c | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 75.1556 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 76.8807 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 75.1556 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 76.8807 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 76.2428 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 76.8101 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 76.107 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 76.8807 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 76.8807 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS17 (es-en) | 
					
						
						|  | type: mteb/sts17-crosslingual-sts | 
					
						
						|  | config: es-en | 
					
						
						|  | split: test | 
					
						
						|  | revision: faeb762787bd10488a50c8b5be4a3b82e411949c | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 69.85719999999999 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 71.0489 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 69.85719999999999 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 71.0489 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 71.08449999999999 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 71.0051 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 71.19760000000001 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 71.0489 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 71.0489 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS17 (nl-en) | 
					
						
						|  | type: mteb/sts17-crosslingual-sts | 
					
						
						|  | config: nl-en | 
					
						
						|  | split: test | 
					
						
						|  | revision: faeb762787bd10488a50c8b5be4a3b82e411949c | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 76.1131 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 78.2714 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 76.1131 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 78.2714 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 76.70270000000001 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 77.7803 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 77.14269999999999 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 78.2714 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 78.2714 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS17 (fr-en) | 
					
						
						|  | type: mteb/sts17-crosslingual-sts | 
					
						
						|  | config: fr-en | 
					
						
						|  | split: test | 
					
						
						|  | revision: faeb762787bd10488a50c8b5be4a3b82e411949c | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 74.49719999999999 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 76.2747 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 74.49719999999999 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 76.2747 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 75.071 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 75.8969 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 75.289 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 76.2747 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 76.2747 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS17 (en-de) | 
					
						
						|  | type: mteb/sts17-crosslingual-sts | 
					
						
						|  | config: en-de | 
					
						
						|  | split: test | 
					
						
						|  | revision: faeb762787bd10488a50c8b5be4a3b82e411949c | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 76.7073 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 79.3107 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 76.7073 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 79.3107 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 77.9578 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 79.3195 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 77.7386 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 79.3107 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 79.3107 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS17 (en-ar) | 
					
						
						|  | type: mteb/sts17-crosslingual-sts | 
					
						
						|  | config: en-ar | 
					
						
						|  | split: test | 
					
						
						|  | revision: faeb762787bd10488a50c8b5be4a3b82e411949c | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 60.5826 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 61.0502 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 60.5826 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 61.0502 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 61.202 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 61.2039 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 61.1915 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 61.0502 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 61.0502 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS22 (en) | 
					
						
						|  | type: mteb/sts22-crosslingual-sts | 
					
						
						|  | config: en | 
					
						
						|  | split: test | 
					
						
						|  | revision: de9d86b3b84231dc21f76c7b7af1f28e2f57f6e3 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 69.2521 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 68.06219999999999 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 69.2521 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 68.06219999999999 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 70.5115 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 67.8705 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 70.68480000000001 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 68.06219999999999 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 68.06219999999999 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS22 (pl-en) | 
					
						
						|  | type: mteb/sts22-crosslingual-sts | 
					
						
						|  | config: pl-en | 
					
						
						|  | split: test | 
					
						
						|  | revision: de9d86b3b84231dc21f76c7b7af1f28e2f57f6e3 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 77.97500000000001 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 76.848 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 77.97500000000001 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 76.848 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 76.4098 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 76.6188 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 77.17500000000001 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 76.848 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 76.848 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS22 (zh-en) | 
					
						
						|  | type: mteb/sts22-crosslingual-sts | 
					
						
						|  | config: zh-en | 
					
						
						|  | split: test | 
					
						
						|  | revision: de9d86b3b84231dc21f76c7b7af1f28e2f57f6e3 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 71.3604 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 70.7891 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 71.3604 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 70.7891 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 73.0185 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 70.79299999999999 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 73.17620000000001 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 70.7891 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 70.7891 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS22 (es-en) | 
					
						
						|  | type: mteb/sts22-crosslingual-sts | 
					
						
						|  | config: es-en | 
					
						
						|  | split: test | 
					
						
						|  | revision: de9d86b3b84231dc21f76c7b7af1f28e2f57f6e3 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 77.58239999999999 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 78.5907 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 77.58239999999999 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 78.5907 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 79.25720000000001 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 78.6249 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 79.3724 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 78.5907 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 78.5907 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STS22 (de-en) | 
					
						
						|  | type: mteb/sts22-crosslingual-sts | 
					
						
						|  | config: de-en | 
					
						
						|  | split: test | 
					
						
						|  | revision: de9d86b3b84231dc21f76c7b7af1f28e2f57f6e3 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 63.324000000000005 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 55.1099 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 63.324000000000005 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 55.1099 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 67.3128 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 56.340199999999996 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 67.12089999999999 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 55.1099 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 55.1099 | 
					
						
						|  | - task: | 
					
						
						|  | type: STS | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB STSBenchmark (default) | 
					
						
						|  | type: mteb/stsbenchmark-sts | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: b0fddb56ed78048fa8b90373c8a3cfc37b684831 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: pearson | 
					
						
						|  | value: 78.02329999999999 | 
					
						
						|  | - type: spearman | 
					
						
						|  | value: 79.1887 | 
					
						
						|  | - type: cosine_pearson | 
					
						
						|  | value: 78.02329999999999 | 
					
						
						|  | - type: cosine_spearman | 
					
						
						|  | value: 79.1887 | 
					
						
						|  | - type: manhattan_pearson | 
					
						
						|  | value: 78.8951 | 
					
						
						|  | - type: manhattan_spearman | 
					
						
						|  | value: 78.9444 | 
					
						
						|  | - type: euclidean_pearson | 
					
						
						|  | value: 79.1499 | 
					
						
						|  | - type: euclidean_spearman | 
					
						
						|  | value: 79.1888 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 79.1887 | 
					
						
						|  | - task: | 
					
						
						|  | type: Reranking | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB SciDocsRR (default) | 
					
						
						|  | type: mteb/scidocs-reranking | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: d3c5e1fc0b855ab6097bf1cda04dd73947d7caab | 
					
						
						|  | metrics: | 
					
						
						|  | - type: map | 
					
						
						|  | value: 78.7501 | 
					
						
						|  | - type: mrr | 
					
						
						|  | value: 93.9748 | 
					
						
						|  | - type: nAUC_map_max | 
					
						
						|  | value: 54.495599999999996 | 
					
						
						|  | - type: nAUC_map_std | 
					
						
						|  | value: 70.0377 | 
					
						
						|  | - type: nAUC_map_diff1 | 
					
						
						|  | value: 6.0146999999999995 | 
					
						
						|  | - type: nAUC_mrr_max | 
					
						
						|  | value: 81.1486 | 
					
						
						|  | - type: nAUC_mrr_std | 
					
						
						|  | value: 78.3478 | 
					
						
						|  | - type: nAUC_mrr_diff1 | 
					
						
						|  | value: 50.7613 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 78.7501 | 
					
						
						|  | - task: | 
					
						
						|  | type: Retrieval | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB SciFact (default) | 
					
						
						|  | type: mteb/scifact | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: 0228b52cf27578f30900b9e5271d331663a030d7 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: ndcg_at_1 | 
					
						
						|  | value: 58.667 | 
					
						
						|  | - type: ndcg_at_3 | 
					
						
						|  | value: 66.022 | 
					
						
						|  | - type: ndcg_at_5 | 
					
						
						|  | value: 68.508 | 
					
						
						|  | - type: ndcg_at_10 | 
					
						
						|  | value: 70.586 | 
					
						
						|  | - type: ndcg_at_20 | 
					
						
						|  | value: 71.714 | 
					
						
						|  | - type: ndcg_at_100 | 
					
						
						|  | value: 72.81 | 
					
						
						|  | - type: ndcg_at_1000 | 
					
						
						|  | value: 73.482 | 
					
						
						|  | - type: map_at_1 | 
					
						
						|  | value: 55.594 | 
					
						
						|  | - type: map_at_3 | 
					
						
						|  | value: 63.2 | 
					
						
						|  | - type: map_at_5 | 
					
						
						|  | value: 64.996 | 
					
						
						|  | - type: map_at_10 | 
					
						
						|  | value: 65.988 | 
					
						
						|  | - type: map_at_20 | 
					
						
						|  | value: 66.347 | 
					
						
						|  | - type: map_at_100 | 
					
						
						|  | value: 66.526 | 
					
						
						|  | - type: map_at_1000 | 
					
						
						|  | value: 66.547 | 
					
						
						|  | - type: recall_at_1 | 
					
						
						|  | value: 55.594 | 
					
						
						|  | - type: recall_at_3 | 
					
						
						|  | value: 71.22800000000001 | 
					
						
						|  | - type: recall_at_5 | 
					
						
						|  | value: 77.078 | 
					
						
						|  | - type: recall_at_10 | 
					
						
						|  | value: 83.172 | 
					
						
						|  | - type: recall_at_20 | 
					
						
						|  | value: 87.422 | 
					
						
						|  | - type: recall_at_100 | 
					
						
						|  | value: 93.167 | 
					
						
						|  | - type: recall_at_1000 | 
					
						
						|  | value: 98.667 | 
					
						
						|  | - type: precision_at_1 | 
					
						
						|  | value: 58.667 | 
					
						
						|  | - type: precision_at_3 | 
					
						
						|  | value: 25.778000000000002 | 
					
						
						|  | - type: precision_at_5 | 
					
						
						|  | value: 17.333000000000002 | 
					
						
						|  | - type: precision_at_10 | 
					
						
						|  | value: 9.433 | 
					
						
						|  | - type: precision_at_20 | 
					
						
						|  | value: 4.967 | 
					
						
						|  | - type: precision_at_100 | 
					
						
						|  | value: 1.06 | 
					
						
						|  | - type: precision_at_1000 | 
					
						
						|  | value: 0.11199999999999999 | 
					
						
						|  | - type: mrr_at_1 | 
					
						
						|  | value: 58.666700000000006 | 
					
						
						|  | - type: mrr_at_3 | 
					
						
						|  | value: 65.3889 | 
					
						
						|  | - type: mrr_at_5 | 
					
						
						|  | value: 66.62219999999999 | 
					
						
						|  | - type: mrr_at_10 | 
					
						
						|  | value: 67.3364 | 
					
						
						|  | - type: mrr_at_20 | 
					
						
						|  | value: 67.6046 | 
					
						
						|  | - type: mrr_at_100 | 
					
						
						|  | value: 67.73320000000001 | 
					
						
						|  | - type: mrr_at_1000 | 
					
						
						|  | value: 67.7526 | 
					
						
						|  | - type: nauc_ndcg_at_1_max | 
					
						
						|  | value: 60.2511 | 
					
						
						|  | - type: nauc_ndcg_at_1_std | 
					
						
						|  | value: 12.422 | 
					
						
						|  | - type: nauc_ndcg_at_1_diff1 | 
					
						
						|  | value: 74.4289 | 
					
						
						|  | - type: nauc_ndcg_at_3_max | 
					
						
						|  | value: 60.2109 | 
					
						
						|  | - type: nauc_ndcg_at_3_std | 
					
						
						|  | value: 11.0152 | 
					
						
						|  | - type: nauc_ndcg_at_3_diff1 | 
					
						
						|  | value: 71.0436 | 
					
						
						|  | - type: nauc_ndcg_at_5_max | 
					
						
						|  | value: 62.690999999999995 | 
					
						
						|  | - type: nauc_ndcg_at_5_std | 
					
						
						|  | value: 13.585700000000001 | 
					
						
						|  | - type: nauc_ndcg_at_5_diff1 | 
					
						
						|  | value: 70.4007 | 
					
						
						|  | - type: nauc_ndcg_at_10_max | 
					
						
						|  | value: 62.740899999999996 | 
					
						
						|  | - type: nauc_ndcg_at_10_std | 
					
						
						|  | value: 13.980400000000001 | 
					
						
						|  | - type: nauc_ndcg_at_10_diff1 | 
					
						
						|  | value: 70.0506 | 
					
						
						|  | - type: nauc_ndcg_at_20_max | 
					
						
						|  | value: 62.271699999999996 | 
					
						
						|  | - type: nauc_ndcg_at_20_std | 
					
						
						|  | value: 15.9756 | 
					
						
						|  | - type: nauc_ndcg_at_20_diff1 | 
					
						
						|  | value: 70.3237 | 
					
						
						|  | - type: nauc_ndcg_at_100_max | 
					
						
						|  | value: 62.125 | 
					
						
						|  | - type: nauc_ndcg_at_100_std | 
					
						
						|  | value: 15.5809 | 
					
						
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						|  | value: 70.4151 | 
					
						
						|  | - type: nauc_ndcg_at_1000_max | 
					
						
						|  | value: 61.9259 | 
					
						
						|  | - type: nauc_ndcg_at_1000_std | 
					
						
						|  | value: 15.3462 | 
					
						
						|  | - type: nauc_ndcg_at_1000_diff1 | 
					
						
						|  | value: 70.7346 | 
					
						
						|  | - type: nauc_map_at_1_max | 
					
						
						|  | value: 53.6767 | 
					
						
						|  | - type: nauc_map_at_1_std | 
					
						
						|  | value: 3.7751 | 
					
						
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						|  | value: 74.60329999999999 | 
					
						
						|  | - type: nauc_map_at_3_max | 
					
						
						|  | value: 57.0403 | 
					
						
						|  | - type: nauc_map_at_3_std | 
					
						
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						|  | - type: nauc_map_at_3_diff1 | 
					
						
						|  | value: 71.7906 | 
					
						
						|  | - type: nauc_map_at_5_max | 
					
						
						|  | value: 59.6713 | 
					
						
						|  | - type: nauc_map_at_5_std | 
					
						
						|  | value: 10.8346 | 
					
						
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						|  | value: 71.3356 | 
					
						
						|  | - type: nauc_map_at_10_max | 
					
						
						|  | value: 60.0086 | 
					
						
						|  | - type: nauc_map_at_10_std | 
					
						
						|  | value: 11.4394 | 
					
						
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						|  | value: 71.14869999999999 | 
					
						
						|  | - type: nauc_map_at_20_max | 
					
						
						|  | value: 59.940599999999996 | 
					
						
						|  | - type: nauc_map_at_20_std | 
					
						
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						|  | value: 71.31 | 
					
						
						|  | - type: nauc_map_at_100_max | 
					
						
						|  | value: 59.95589999999999 | 
					
						
						|  | - type: nauc_map_at_100_std | 
					
						
						|  | value: 12.148299999999999 | 
					
						
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						|  | value: 71.2142 | 
					
						
						|  | - type: nauc_map_at_1000_max | 
					
						
						|  | value: 59.9486 | 
					
						
						|  | - type: nauc_map_at_1000_std | 
					
						
						|  | value: 12.139 | 
					
						
						|  | - type: nauc_map_at_1000_diff1 | 
					
						
						|  | value: 71.2225 | 
					
						
						|  | - type: nauc_recall_at_1_max | 
					
						
						|  | value: 53.6767 | 
					
						
						|  | - type: nauc_recall_at_1_std | 
					
						
						|  | value: 3.7751 | 
					
						
						|  | - type: nauc_recall_at_1_diff1 | 
					
						
						|  | value: 74.60329999999999 | 
					
						
						|  | - type: nauc_recall_at_3_max | 
					
						
						|  | value: 60.4078 | 
					
						
						|  | - type: nauc_recall_at_3_std | 
					
						
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						|  | - type: nauc_recall_at_3_diff1 | 
					
						
						|  | value: 67.60119999999999 | 
					
						
						|  | - type: nauc_recall_at_5_max | 
					
						
						|  | value: 68.0179 | 
					
						
						|  | - type: nauc_recall_at_5_std | 
					
						
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						|  | - type: nauc_recall_at_5_diff1 | 
					
						
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						|  | - type: nauc_recall_at_10_max | 
					
						
						|  | value: 68.7372 | 
					
						
						|  | - type: nauc_recall_at_10_std | 
					
						
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						|  | - type: nauc_recall_at_10_diff1 | 
					
						
						|  | value: 62.7613 | 
					
						
						|  | - type: nauc_recall_at_20_max | 
					
						
						|  | value: 67.1403 | 
					
						
						|  | - type: nauc_recall_at_20_std | 
					
						
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						|  | - type: nauc_recall_at_20_diff1 | 
					
						
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						|  | - type: nauc_recall_at_100_max | 
					
						
						|  | value: 68.6366 | 
					
						
						|  | - type: nauc_recall_at_100_std | 
					
						
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						|  | - type: nauc_recall_at_1000_max | 
					
						
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						|  | - type: nauc_recall_at_1000_diff1 | 
					
						
						|  | value: 85.58590000000001 | 
					
						
						|  | - type: nauc_precision_at_1_max | 
					
						
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						|  | - type: nauc_precision_at_1_std | 
					
						
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						|  | - type: nauc_precision_at_3_max | 
					
						
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						|  | - type: nauc_precision_at_3_std | 
					
						
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						|  | - type: nauc_precision_at_3_diff1 | 
					
						
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						|  | - type: nauc_precision_at_5_std | 
					
						
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						|  | - type: nauc_precision_at_20_std | 
					
						
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						|  | - type: nauc_precision_at_100_max | 
					
						
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						|  | - type: nauc_precision_at_100_std | 
					
						
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						|  | - type: nauc_precision_at_1000_std | 
					
						
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						|  | - type: nauc_precision_at_1000_diff1 | 
					
						
						|  | value: -20.1246 | 
					
						
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						|  | value: 12.422 | 
					
						
						|  | - type: nauc_mrr_at_1_diff1 | 
					
						
						|  | value: 74.4289 | 
					
						
						|  | - type: nauc_mrr_at_3_max | 
					
						
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						|  | - type: nauc_mrr_at_3_std | 
					
						
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						|  | - type: nauc_mrr_at_3_diff1 | 
					
						
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						|  | - type: nauc_mrr_at_5_max | 
					
						
						|  | value: 63.3871 | 
					
						
						|  | - type: nauc_mrr_at_5_std | 
					
						
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						|  | - type: nauc_mrr_at_5_diff1 | 
					
						
						|  | value: 71.6722 | 
					
						
						|  | - type: nauc_mrr_at_10_max | 
					
						
						|  | value: 62.8474 | 
					
						
						|  | - type: nauc_mrr_at_10_std | 
					
						
						|  | value: 15.1896 | 
					
						
						|  | - type: nauc_mrr_at_10_diff1 | 
					
						
						|  | value: 71.64110000000001 | 
					
						
						|  | - type: nauc_mrr_at_20_max | 
					
						
						|  | value: 62.699400000000004 | 
					
						
						|  | - type: nauc_mrr_at_20_std | 
					
						
						|  | value: 15.554499999999999 | 
					
						
						|  | - type: nauc_mrr_at_20_diff1 | 
					
						
						|  | value: 71.6049 | 
					
						
						|  | - type: nauc_mrr_at_100_max | 
					
						
						|  | value: 62.6665 | 
					
						
						|  | - type: nauc_mrr_at_100_std | 
					
						
						|  | value: 15.4586 | 
					
						
						|  | - type: nauc_mrr_at_100_diff1 | 
					
						
						|  | value: 71.6217 | 
					
						
						|  | - type: nauc_mrr_at_1000_max | 
					
						
						|  | value: 62.6641 | 
					
						
						|  | - type: nauc_mrr_at_1000_std | 
					
						
						|  | value: 15.4535 | 
					
						
						|  | - type: nauc_mrr_at_1000_diff1 | 
					
						
						|  | value: 71.6307 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 70.586 | 
					
						
						|  | - task: | 
					
						
						|  | type: PairClassification | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB SprintDuplicateQuestions (default) | 
					
						
						|  | type: mteb/sprintduplicatequestions-pairclassification | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: d66bd1f72af766a5cc4b0ca5e00c162f89e8cc46 | 
					
						
						|  | metrics: | 
					
						
						|  | - type: similarity_accuracy | 
					
						
						|  | value: 99.8416 | 
					
						
						|  | - type: similarity_accuracy_threshold | 
					
						
						|  | value: 74.52069999999999 | 
					
						
						|  | - type: similarity_f1 | 
					
						
						|  | value: 92.008 | 
					
						
						|  | - type: similarity_f1_threshold | 
					
						
						|  | value: 74.4529 | 
					
						
						|  | - type: similarity_precision | 
					
						
						|  | value: 91.9162 | 
					
						
						|  | - type: similarity_recall | 
					
						
						|  | value: 92.10000000000001 | 
					
						
						|  | - type: similarity_ap | 
					
						
						|  | value: 96.54209999999999 | 
					
						
						|  | - type: cosine_accuracy | 
					
						
						|  | value: 99.8416 | 
					
						
						|  | - type: cosine_accuracy_threshold | 
					
						
						|  | value: 74.52069999999999 | 
					
						
						|  | - type: cosine_f1 | 
					
						
						|  | value: 92.008 | 
					
						
						|  | - type: cosine_f1_threshold | 
					
						
						|  | value: 74.4529 | 
					
						
						|  | - type: cosine_precision | 
					
						
						|  | value: 91.9162 | 
					
						
						|  | - type: cosine_recall | 
					
						
						|  | value: 92.10000000000001 | 
					
						
						|  | - type: cosine_ap | 
					
						
						|  | value: 96.54209999999999 | 
					
						
						|  | - type: manhattan_accuracy | 
					
						
						|  | value: 99.8446 | 
					
						
						|  | - type: manhattan_accuracy_threshold | 
					
						
						|  | value: 1784.866 | 
					
						
						|  | - type: manhattan_f1 | 
					
						
						|  | value: 92.1539 | 
					
						
						|  | - type: manhattan_f1_threshold | 
					
						
						|  | value: 1787.6774 | 
					
						
						|  | - type: manhattan_precision | 
					
						
						|  | value: 92.1079 | 
					
						
						|  | - type: manhattan_recall | 
					
						
						|  | value: 92.2 | 
					
						
						|  | - type: manhattan_ap | 
					
						
						|  | value: 96.5207 | 
					
						
						|  | - type: euclidean_accuracy | 
					
						
						|  | value: 99.8416 | 
					
						
						|  | - type: euclidean_accuracy_threshold | 
					
						
						|  | value: 71.3853 | 
					
						
						|  | - type: euclidean_f1 | 
					
						
						|  | value: 92.008 | 
					
						
						|  | - type: euclidean_f1_threshold | 
					
						
						|  | value: 71.4803 | 
					
						
						|  | - type: euclidean_precision | 
					
						
						|  | value: 91.9162 | 
					
						
						|  | - type: euclidean_recall | 
					
						
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						|  | - type: euclidean_ap | 
					
						
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						|  | - type: dot_accuracy_threshold | 
					
						
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						|  | - type: max_accuracy | 
					
						
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						|  | - type: max_precision | 
					
						
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						|  | - task: | 
					
						
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						|  | name: MTEB StackExchangeClustering (default) | 
					
						
						|  | type: mteb/stackexchange-clustering | 
					
						
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						|  | revision: 6cbc1f7b2bc0622f2e39d2c77fa502909748c259 | 
					
						
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						|  | value: 4.758 | 
					
						
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						|  | - task: | 
					
						
						|  | type: Clustering | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB StackExchangeClusteringP2P (default) | 
					
						
						|  | type: mteb/stackexchange-clustering-p2p | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: 815ca46b2622cec33ccafc3735d572c266efdb44 | 
					
						
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						|  | value: 36.288599999999995 | 
					
						
						|  | - type: v_measure_std | 
					
						
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						|  | - type: main_score | 
					
						
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						|  | - task: | 
					
						
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						|  | name: MTEB StackOverflowDupQuestions (default) | 
					
						
						|  | type: mteb/stackoverflowdupquestions-reranking | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: e185fbe320c72810689fc5848eb6114e1ef5ec69 | 
					
						
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						|  | - type: nAUC_mrr_diff1 | 
					
						
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						|  | - type: main_score | 
					
						
						|  | value: 51.457699999999996 | 
					
						
						|  | - task: | 
					
						
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						|  | name: MTEB SummEval (default) | 
					
						
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						|  | revision: cda12ad7615edc362dbf25a00fdd61d3b1eaf93c | 
					
						
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						|  | - type: main_score | 
					
						
						|  | value: 30.514200000000002 | 
					
						
						|  | - task: | 
					
						
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						|  | name: MTEB TRECCOVID (default) | 
					
						
						|  | type: mteb/trec-covid | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: bb9466bac8153a0349341eb1b22e06409e78ef4e | 
					
						
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						|  | - type: ndcg_at_3 | 
					
						
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						|  | - task: | 
					
						
						|  | type: Retrieval | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB Touche2020 (default) | 
					
						
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						|  | - task: | 
					
						
						|  | type: Classification | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB ToxicConversationsClassification (default) | 
					
						
						|  | type: mteb/toxic_conversations_50k | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: edfaf9da55d3dd50d43143d90c1ac476895ae6de | 
					
						
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						|  | - type: ap_weighted | 
					
						
						|  | value: 12.2658 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 65.8643 | 
					
						
						|  | - task: | 
					
						
						|  | type: Classification | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB TweetSentimentExtractionClassification (default) | 
					
						
						|  | type: mteb/tweet_sentiment_extraction | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: d604517c81ca91fe16a244d1248fc021f9ecee7a | 
					
						
						|  | metrics: | 
					
						
						|  | - type: accuracy | 
					
						
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						|  | - type: f1 | 
					
						
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						|  | - type: f1_weighted | 
					
						
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						|  | - type: main_score | 
					
						
						|  | value: 59.6633 | 
					
						
						|  | - task: | 
					
						
						|  | type: Clustering | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB TwentyNewsgroupsClustering (default) | 
					
						
						|  | type: mteb/twentynewsgroups-clustering | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: 6125ec4e24fa026cec8a478383ee943acfbd5449 | 
					
						
						|  | metrics: | 
					
						
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						|  | - type: main_score | 
					
						
						|  | value: 43.2311 | 
					
						
						|  | - task: | 
					
						
						|  | type: PairClassification | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB TwitterSemEval2015 (default) | 
					
						
						|  | type: mteb/twittersemeval2015-pairclassification | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: 70970daeab8776df92f5ea462b6173c0b46fd2d1 | 
					
						
						|  | metrics: | 
					
						
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						|  | - type: similarity_accuracy_threshold | 
					
						
						|  | value: 77.6695 | 
					
						
						|  | - type: similarity_f1 | 
					
						
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						|  | - type: similarity_f1_threshold | 
					
						
						|  | value: 71.6554 | 
					
						
						|  | - type: similarity_precision | 
					
						
						|  | value: 59.114599999999996 | 
					
						
						|  | - type: similarity_recall | 
					
						
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						|  | - type: similarity_ap | 
					
						
						|  | value: 67.00930000000001 | 
					
						
						|  | - type: cosine_accuracy | 
					
						
						|  | value: 83.8469 | 
					
						
						|  | - type: cosine_accuracy_threshold | 
					
						
						|  | value: 77.6695 | 
					
						
						|  | - type: cosine_f1 | 
					
						
						|  | value: 62.3159 | 
					
						
						|  | - type: cosine_f1_threshold | 
					
						
						|  | value: 71.6554 | 
					
						
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						|  | value: 59.114599999999996 | 
					
						
						|  | - type: cosine_recall | 
					
						
						|  | value: 65.8839 | 
					
						
						|  | - type: cosine_ap | 
					
						
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						|  | value: 83.7694 | 
					
						
						|  | - type: manhattan_accuracy_threshold | 
					
						
						|  | value: 1677.8293999999999 | 
					
						
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						|  | value: 62.1324 | 
					
						
						|  | - type: manhattan_f1_threshold | 
					
						
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						|  | value: 62.4274 | 
					
						
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						|  | value: 83.8469 | 
					
						
						|  | - type: euclidean_accuracy_threshold | 
					
						
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						|  | value: 62.3159 | 
					
						
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						|  | value: 59.114599999999996 | 
					
						
						|  | - type: euclidean_recall | 
					
						
						|  | value: 65.8839 | 
					
						
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						|  | value: 83.8469 | 
					
						
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						|  | value: 77.6695 | 
					
						
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						|  | value: 65.8839 | 
					
						
						|  | - type: dot_ap | 
					
						
						|  | value: 67.00930000000001 | 
					
						
						|  | - type: max_accuracy | 
					
						
						|  | value: 83.8469 | 
					
						
						|  | - type: max_f1 | 
					
						
						|  | value: 62.3159 | 
					
						
						|  | - type: max_precision | 
					
						
						|  | value: 61.839999999999996 | 
					
						
						|  | - type: max_recall | 
					
						
						|  | value: 65.8839 | 
					
						
						|  | - type: max_ap | 
					
						
						|  | value: 67.00930000000001 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 67.00930000000001 | 
					
						
						|  | - task: | 
					
						
						|  | type: PairClassification | 
					
						
						|  | dataset: | 
					
						
						|  | name: MTEB TwitterURLCorpus (default) | 
					
						
						|  | type: mteb/twitterurlcorpus-pairclassification | 
					
						
						|  | config: default | 
					
						
						|  | split: test | 
					
						
						|  | revision: 8b6510b0b1fa4e4c4f879467980e9be563ec1cdf | 
					
						
						|  | metrics: | 
					
						
						|  | - type: similarity_accuracy | 
					
						
						|  | value: 88.8811 | 
					
						
						|  | - type: similarity_accuracy_threshold | 
					
						
						|  | value: 71.1053 | 
					
						
						|  | - type: similarity_f1 | 
					
						
						|  | value: 77.9005 | 
					
						
						|  | - type: similarity_f1_threshold | 
					
						
						|  | value: 67.5068 | 
					
						
						|  | - type: similarity_precision | 
					
						
						|  | value: 75.5609 | 
					
						
						|  | - type: similarity_recall | 
					
						
						|  | value: 80.3896 | 
					
						
						|  | - type: similarity_ap | 
					
						
						|  | value: 85.459 | 
					
						
						|  | - type: cosine_accuracy | 
					
						
						|  | value: 88.8811 | 
					
						
						|  | - type: cosine_accuracy_threshold | 
					
						
						|  | value: 71.1053 | 
					
						
						|  | - type: cosine_f1 | 
					
						
						|  | value: 77.9005 | 
					
						
						|  | - type: cosine_f1_threshold | 
					
						
						|  | value: 67.5068 | 
					
						
						|  | - type: cosine_precision | 
					
						
						|  | value: 75.5609 | 
					
						
						|  | - type: cosine_recall | 
					
						
						|  | value: 80.3896 | 
					
						
						|  | - type: cosine_ap | 
					
						
						|  | value: 85.459 | 
					
						
						|  | - type: manhattan_accuracy | 
					
						
						|  | value: 88.8598 | 
					
						
						|  | - type: manhattan_accuracy_threshold | 
					
						
						|  | value: 1928.9173 | 
					
						
						|  | - type: manhattan_f1 | 
					
						
						|  | value: 77.9172 | 
					
						
						|  | - type: manhattan_f1_threshold | 
					
						
						|  | value: 2007.8883999999998 | 
					
						
						|  | - type: manhattan_precision | 
					
						
						|  | value: 76.29310000000001 | 
					
						
						|  | - type: manhattan_recall | 
					
						
						|  | value: 79.6119 | 
					
						
						|  | - type: manhattan_ap | 
					
						
						|  | value: 85.4464 | 
					
						
						|  | - type: euclidean_accuracy | 
					
						
						|  | value: 88.8811 | 
					
						
						|  | - type: euclidean_accuracy_threshold | 
					
						
						|  | value: 76.0193 | 
					
						
						|  | - type: euclidean_f1 | 
					
						
						|  | value: 77.9005 | 
					
						
						|  | - type: euclidean_f1_threshold | 
					
						
						|  | value: 80.6141 | 
					
						
						|  | - type: euclidean_precision | 
					
						
						|  | value: 75.5609 | 
					
						
						|  | - type: euclidean_recall | 
					
						
						|  | value: 80.3896 | 
					
						
						|  | - type: euclidean_ap | 
					
						
						|  | value: 85.459 | 
					
						
						|  | - type: dot_accuracy | 
					
						
						|  | value: 88.8811 | 
					
						
						|  | - type: dot_accuracy_threshold | 
					
						
						|  | value: 71.1053 | 
					
						
						|  | - type: dot_f1 | 
					
						
						|  | value: 77.9005 | 
					
						
						|  | - type: dot_f1_threshold | 
					
						
						|  | value: 67.5068 | 
					
						
						|  | - type: dot_precision | 
					
						
						|  | value: 75.5609 | 
					
						
						|  | - type: dot_recall | 
					
						
						|  | value: 80.3896 | 
					
						
						|  | - type: dot_ap | 
					
						
						|  | value: 85.459 | 
					
						
						|  | - type: max_accuracy | 
					
						
						|  | value: 88.8811 | 
					
						
						|  | - type: max_f1 | 
					
						
						|  | value: 77.9172 | 
					
						
						|  | - type: max_precision | 
					
						
						|  | value: 76.29310000000001 | 
					
						
						|  | - type: max_recall | 
					
						
						|  | value: 80.3896 | 
					
						
						|  | - type: max_ap | 
					
						
						|  | value: 85.459 | 
					
						
						|  | - type: main_score | 
					
						
						|  | value: 85.459 | 
					
						
						|  | --- | 
					
						
						|  |  | 
					
						
						|  | # mlx-community/snowflake-arctic-embed-l-v2.0-6bit | 
					
						
						|  |  | 
					
						
						|  | The Model [mlx-community/snowflake-arctic-embed-l-v2.0-6bit](https://huggingface.co/mlx-community/snowflake-arctic-embed-l-v2.0-6bit) was converted to MLX format from [Snowflake/snowflake-arctic-embed-l-v2.0](https://huggingface.co/Snowflake/snowflake-arctic-embed-l-v2.0) using mlx-lm version **0.0.3**. | 
					
						
						|  |  | 
					
						
						|  | ## Use with mlx | 
					
						
						|  |  | 
					
						
						|  | ```bash | 
					
						
						|  | pip install mlx-embeddings | 
					
						
						|  | ``` | 
					
						
						|  |  | 
					
						
						|  | ```python | 
					
						
						|  | from mlx_embeddings import load, generate | 
					
						
						|  | import mlx.core as mx | 
					
						
						|  |  | 
					
						
						|  | model, tokenizer = load("mlx-community/snowflake-arctic-embed-l-v2.0-6bit") | 
					
						
						|  |  | 
					
						
						|  | # For text embeddings | 
					
						
						|  | output = generate(model, processor, texts=["I like grapes", "I like fruits"]) | 
					
						
						|  | embeddings = output.text_embeds  # Normalized embeddings | 
					
						
						|  |  | 
					
						
						|  | # Compute dot product between normalized embeddings | 
					
						
						|  | similarity_matrix = mx.matmul(embeddings, embeddings.T) | 
					
						
						|  |  | 
					
						
						|  | print("Similarity matrix between texts:") | 
					
						
						|  | print(similarity_matrix) | 
					
						
						|  |  | 
					
						
						|  |  | 
					
						
						|  | ``` | 
					
						
						|  |  |