diff --git a/1_Pooling/config.json b/1_Pooling/config.json new file mode 100644 index 0000000000000000000000000000000000000000..2ad4afd776dffc69a5e2a373d729c491eaab96ae --- /dev/null +++ b/1_Pooling/config.json @@ -0,0 +1,10 @@ +{ + "word_embedding_dimension": 512, + "pooling_mode_cls_token": false, + "pooling_mode_mean_tokens": true, + "pooling_mode_max_tokens": false, + "pooling_mode_mean_sqrt_len_tokens": false, + "pooling_mode_weightedmean_tokens": false, + "pooling_mode_lasttoken": false, + "include_prompt": true +} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000000000000000000000000000000000000..8e2cc30d6ab918e525e1feaca3b5e95c24c3816b --- /dev/null +++ b/config.json @@ -0,0 +1,47 @@ +{ + "_name_or_path": "sbintuitions/modernbert-ja-130m", + "architectures": [ + "ModernBertModel" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 1, + "classifier_activation": "gelu", + "classifier_bias": false, + "classifier_dropout": 0.0, + "classifier_pooling": "cls", + "cls_token_id": 6, + "decoder_bias": true, + "deterministic_flash_attn": false, + "embedding_dropout": 0.0, + "eos_token_id": 2, + "global_attn_every_n_layers": 3, + "global_rope_theta": 160000.0, + "gradient_checkpointing": false, + "hidden_activation": "gelu", + "hidden_size": 512, + "initializer_cutoff_factor": 2.0, + "initializer_range": 0.02, + "intermediate_size": 2048, + "layer_norm_eps": 1e-05, + "local_attention": 128, + "local_rope_theta": 10000.0, + "max_position_embeddings": 8192, + "mlp_bias": false, + "mlp_dropout": 0.0, + "model_type": "modernbert", + "norm_bias": false, + "norm_eps": 1e-05, + "num_attention_heads": 8, + "num_hidden_layers": 19, + "pad_token_id": 3, + "position_embedding_type": "rope", + "reference_compile": false, + "repad_logits_with_grad": false, + "sep_token_id": 4, + "sparse_pred_ignore_index": -100, + "sparse_prediction": false, + "torch_dtype": "bfloat16", + "transformers_version": "4.49.0", + "vocab_size": 102400 +} diff --git a/config_sentence_transformers.json b/config_sentence_transformers.json new file mode 100644 index 0000000000000000000000000000000000000000..1d17f5bbb5e59c8fb33d1e6fe2d46cbb2893faac --- /dev/null +++ b/config_sentence_transformers.json @@ -0,0 +1,14 @@ +{ + "__version__": { + "sentence_transformers": "3.4.1", + "transformers": "4.49.0", + "pytorch": "2.5.1+cu121" + }, + "prompts": { + "Retrieval-query": "関連した文書を探すために次の文を表現して\n", + "Retrieval-passage": "次の文章を表現して\n", + "default": "同じ意味の文を探すために次の文を表現して\n" + }, + "default_prompt_name": "default", + "similarity_fn_name": "cosine" +} diff --git a/jmteb/jmteb.jsonnet b/jmteb/jmteb.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..66fd2dc484488fc256a7565cfa8a82679a5cef1f --- /dev/null +++ b/jmteb/jmteb.jsonnet @@ -0,0 +1,22 @@ +// Classification +(import './tasks/amazon_review_classification.jsonnet') + +(import './tasks/amazon_counterfactual_classification.jsonnet') + +(import './tasks/massive_intent_classification.jsonnet') + +(import './tasks/massive_scenario_classification.jsonnet') + +// Clustering +(import './tasks/livedoor_news.jsonnet') + +(import './tasks/mewsc16.jsonnet') + +// STS +(import './tasks/jsts.jsonnet') + +(import './tasks/jsick.jsonnet') + +// Pair Classification +(import './tasks/paws_x_ja.jsonnet') + +// Retrieval +(import './tasks/jagovfaqs_22k.jsonnet') + +(import './tasks/mrtydi.jsonnet') + +(import './tasks/jaqket.jsonnet') + +(import './tasks/nlp_journal_title_abs.jsonnet') + +(import './tasks/nlp_journal_title_intro.jsonnet') + +(import './tasks/nlp_journal_abs_intro.jsonnet') + +// Reranking +(import './tasks/esci.jsonnet') \ No newline at end of file diff --git a/jmteb/results/Classification/scores_amazon_counterfactual_classification.json b/jmteb/results/Classification/scores_amazon_counterfactual_classification.json new file mode 100644 index 0000000000000000000000000000000000000000..bca4bffd0e3f57d03e581bd1bcc3718bd544810f --- /dev/null +++ b/jmteb/results/Classification/scores_amazon_counterfactual_classification.json @@ -0,0 +1,23 @@ +{ + "metric_name": "macro_f1", + "metric_value": 0.7725172847265871, + "details": { + "optimal_classifier_name": "logreg", + "val_scores": { + "knn_cosine_k_2": { + "accuracy": 0.9163090128755365, + "macro_f1": 0.694795707592322 + }, + "logreg": { + "accuracy": 0.9291845493562232, + "macro_f1": 0.7484418707366147 + } + }, + "test_scores": { + "logreg": { + "accuracy": 0.9336188436830836, + "macro_f1": 0.7725172847265871 + } + } + } +} \ No newline at end of file diff --git a/jmteb/results/Classification/scores_amazon_review_classification.json b/jmteb/results/Classification/scores_amazon_review_classification.json new file mode 100644 index 0000000000000000000000000000000000000000..1f295c043493faed501d8882fd7bc576445fcad9 --- /dev/null +++ b/jmteb/results/Classification/scores_amazon_review_classification.json @@ -0,0 +1,23 @@ +{ + "metric_name": "macro_f1", + "metric_value": 0.580199599298548, + "details": { + "optimal_classifier_name": "logreg", + "val_scores": { + "knn_cosine_k_2": { + "accuracy": 0.4322, + "macro_f1": 0.4233916952995692 + }, + "logreg": { + "accuracy": 0.5912, + "macro_f1": 0.5856091084774833 + } + }, + "test_scores": { + "logreg": { + "accuracy": 0.5848, + "macro_f1": 0.580199599298548 + } + } + } +} \ No newline at end of file diff --git a/jmteb/results/Classification/scores_massive_intent_classification.json b/jmteb/results/Classification/scores_massive_intent_classification.json new file mode 100644 index 0000000000000000000000000000000000000000..1c5522f797919501fcab92e78d05c281c3d6c623 --- /dev/null +++ b/jmteb/results/Classification/scores_massive_intent_classification.json @@ -0,0 +1,23 @@ +{ + "metric_name": "macro_f1", + "metric_value": 0.7965072076950149, + "details": { + "optimal_classifier_name": "logreg", + "val_scores": { + "knn_cosine_k_2": { + "accuracy": 0.8066896212493851, + "macro_f1": 0.7856631206448443 + }, + "logreg": { + "accuracy": 0.8578455484505657, + "macro_f1": 0.8070559236000313 + } + }, + "test_scores": { + "logreg": { + "accuracy": 0.859448554135844, + "macro_f1": 0.7965072076950149 + } + } + } +} \ No newline at end of file diff --git a/jmteb/results/Classification/scores_massive_scenario_classification.json b/jmteb/results/Classification/scores_massive_scenario_classification.json new file mode 100644 index 0000000000000000000000000000000000000000..3b252fc831c43148284e176ae1f2f609d25e2e5a --- /dev/null +++ b/jmteb/results/Classification/scores_massive_scenario_classification.json @@ -0,0 +1,23 @@ +{ + "metric_name": "macro_f1", + "metric_value": 0.8963544416714002, + "details": { + "optimal_classifier_name": "logreg", + "val_scores": { + "knn_cosine_k_2": { + "accuracy": 0.8745696015740285, + "macro_f1": 0.8702590755528099 + }, + "logreg": { + "accuracy": 0.9011313330054107, + "macro_f1": 0.894702776793441 + } + }, + "test_scores": { + "logreg": { + "accuracy": 0.8997982515131137, + "macro_f1": 0.8963544416714002 + } + } + } +} \ No newline at end of file diff --git a/jmteb/results/Clustering/scores_livedoor_news.json b/jmteb/results/Clustering/scores_livedoor_news.json new file mode 100644 index 0000000000000000000000000000000000000000..2e0f53e6b111770d029bd4a8be260bc0d7dc8db5 --- /dev/null +++ b/jmteb/results/Clustering/scores_livedoor_news.json @@ -0,0 +1,36 @@ +{ + "metric_name": "v_measure_score", + "metric_value": 0.5063220603646297, + "details": { + "optimal_clustering_model_name": "MiniBatchKMeans", + "val_scores": { + "MiniBatchKMeans": { + "v_measure_score": 0.5162254920293606, + "homogeneity_score": 0.5134942369453169, + "completeness_score": 0.5189859573522001 + }, + "AgglomerativeClustering": { + "v_measure_score": 0.4817740009110648, + "homogeneity_score": 0.47151381593215835, + "completeness_score": 0.4924906436335508 + }, + "BisectingKMeans": { + "v_measure_score": 0.4672899779727179, + "homogeneity_score": 0.4669032808035401, + "completeness_score": 0.4676773162110705 + }, + "Birch": { + "v_measure_score": 0.48380197476431497, + "homogeneity_score": 0.4759913341716145, + "completeness_score": 0.4918732245931716 + } + }, + "test_scores": { + "MiniBatchKMeans": { + "v_measure_score": 0.5063220603646297, + "homogeneity_score": 0.5072769713955575, + "completeness_score": 0.5053707376763799 + } + } + } +} \ No newline at end of file diff --git a/jmteb/results/Clustering/scores_mewsc16.json b/jmteb/results/Clustering/scores_mewsc16.json new file mode 100644 index 0000000000000000000000000000000000000000..c692f794a99e4716c41b604014cf0cc06a2c0834 --- /dev/null +++ b/jmteb/results/Clustering/scores_mewsc16.json @@ -0,0 +1,36 @@ +{ + "metric_name": "v_measure_score", + "metric_value": 0.45462727073049025, + "details": { + "optimal_clustering_model_name": "Birch", + "val_scores": { + "MiniBatchKMeans": { + "v_measure_score": 0.3842466809312565, + "homogeneity_score": 0.4226378649485537, + "completeness_score": 0.3522493803950809 + }, + "AgglomerativeClustering": { + "v_measure_score": 0.4377888516765032, + "homogeneity_score": 0.4772841182693872, + "completeness_score": 0.40433049804468363 + }, + "BisectingKMeans": { + "v_measure_score": 0.40122932757998875, + "homogeneity_score": 0.43755915162610337, + "completeness_score": 0.3704698214056897 + }, + "Birch": { + "v_measure_score": 0.46841918020711176, + "homogeneity_score": 0.506935954769718, + "completeness_score": 0.4353420774727962 + } + }, + "test_scores": { + "Birch": { + "v_measure_score": 0.45462727073049025, + "homogeneity_score": 0.4852439372487074, + "completeness_score": 0.42764484284900073 + } + } + } +} \ No newline at end of file diff --git a/jmteb/results/PairClassification/scores_paws_x_ja.json b/jmteb/results/PairClassification/scores_paws_x_ja.json new file mode 100644 index 0000000000000000000000000000000000000000..3419265b80b0b9c59828563bac6b3c7e7854b854 --- /dev/null +++ b/jmteb/results/PairClassification/scores_paws_x_ja.json @@ -0,0 +1,41 @@ +{ + "metric_name": "binary_f1", + "metric_value": 0.6403061224489796, + "details": { + "optimal_distance_metric": "euclidean_distances", + "val_scores": { + "cosine_distances": { + "accuracy": 0.5725, + "accuracy_threshold": -0.12011593580245972, + "binary_f1": 0.5979670522257273, + "binary_f1_threshold": 1.0 + }, + "manhatten_distances": { + "accuracy": 0.6505, + "accuracy_threshold": 5.353497505187988, + "binary_f1": 0.6209476309226932, + "binary_f1_threshold": 10.806973457336426 + }, + "euclidean_distances": { + "accuracy": 0.653, + "accuracy_threshold": 0.30937591195106506, + "binary_f1": 0.6221858370855505, + "binary_f1_threshold": 0.6454310417175293 + }, + "dot_similarities": { + "accuracy": 0.654, + "accuracy_threshold": 0.9534672498703003, + "binary_f1": 0.6213355048859935, + "binary_f1_threshold": 0.7887746095657349 + } + }, + "test_scores": { + "euclidean_distances": { + "accuracy": 0.6085, + "accuracy_threshold": 0.30937591195106506, + "binary_f1": 0.6403061224489796, + "binary_f1_threshold": 0.6454310417175293 + } + } + } +} \ No newline at end of file diff --git a/jmteb/results/Reranking/scores_esci.json b/jmteb/results/Reranking/scores_esci.json new file mode 100644 index 0000000000000000000000000000000000000000..fc7ce8c8c94bd60d82d1d933cc065017260999b2 --- /dev/null +++ b/jmteb/results/Reranking/scores_esci.json @@ -0,0 +1,31 @@ +{ + "metric_name": "ndcg@10", + "metric_value": 0.9326535342404364, + "details": { + "optimal_distance_metric": "cosine_similarity", + "val_scores": { + "cosine_similarity": { + "ndcg@10": 0.9457387910643943, + "ndcg@20": 0.9574971659413306, + "ndcg@40": 0.9650000580183328 + }, + "dot_score": { + "ndcg@10": 0.9457186021682247, + "ndcg@20": 0.957477691902003, + "ndcg@40": 0.9649985588722803 + }, + "euclidean_distance": { + "ndcg@10": 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b/jmteb/results/Retrieval/scores_jaqket.json @@ -0,0 +1,43 @@ +{ + "metric_name": "ndcg@10", + "metric_value": 0.61373516847512, + "details": { + "optimal_distance_metric": "cosine_similarity", + "val_scores": { + "cosine_similarity": { + "accuracy@1": 0.4562814070351759, + "accuracy@3": 0.6572864321608041, + "accuracy@5": 0.7045226130653266, + "accuracy@10": 0.7628140703517587, + "ndcg@10": 0.6130067237476119, + "mrr@10": 0.5645469410544787 + }, + "dot_score": { + "accuracy@1": 0.457286432160804, + "accuracy@3": 0.6552763819095477, + "accuracy@5": 0.7055276381909548, + "accuracy@10": 0.7618090452261307, + "ndcg@10": 0.6127513989155836, + "mrr@10": 0.5645381670256041 + }, + "euclidean_distance": { + "accuracy@1": 0.4552763819095477, + "accuracy@3": 0.6572864321608041, + "accuracy@5": 0.7055276381909548, + "accuracy@10": 0.7628140703517587, + "ndcg@10": 0.612740626009351, + "mrr@10": 0.5641572944085506 + } + }, + "test_scores": { + "cosine_similarity": { + "accuracy@1": 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-0,0 +1,43 @@ +{ + "metric_name": "ndcg@10", + "metric_value": 0.9312261091012943, + "details": { + "optimal_distance_metric": "cosine_similarity", + "val_scores": { + "cosine_similarity": { + "accuracy@1": 0.94, + "accuracy@3": 0.96, + "accuracy@5": 0.97, + "accuracy@10": 0.98, + "ndcg@10": 0.9589493964497818, + "mrr@10": 0.9522619047619049 + }, + "dot_score": { + "accuracy@1": 0.94, + "accuracy@3": 0.96, + "accuracy@5": 0.97, + "accuracy@10": 0.98, + "ndcg@10": 0.9589493964497818, + "mrr@10": 0.9522619047619049 + }, + "euclidean_distance": { + "accuracy@1": 0.94, + "accuracy@3": 0.96, + "accuracy@5": 0.97, + "accuracy@10": 0.98, + "ndcg@10": 0.9589493964497818, + "mrr@10": 0.9522619047619049 + } + }, + "test_scores": { + "cosine_similarity": { + "accuracy@1": 0.8762376237623762, + "accuracy@3": 0.9455445544554455, + "accuracy@5": 0.9678217821782178, + "accuracy@10": 0.9826732673267327, + "ndcg@10": 0.9312261091012943, + "mrr@10": 0.914452695269527 + } + } + } +} \ No newline at end of file diff --git a/jmteb/results/Retrieval/scores_nlp_journal_title_abs.json b/jmteb/results/Retrieval/scores_nlp_journal_title_abs.json new file mode 100644 index 0000000000000000000000000000000000000000..efca86cb28551e92819a9a76a3826ca0394aeeb5 --- /dev/null +++ b/jmteb/results/Retrieval/scores_nlp_journal_title_abs.json @@ -0,0 +1,43 @@ +{ + "metric_name": "ndcg@10", + "metric_value": 0.9660376057905824, + "details": { + "optimal_distance_metric": "cosine_similarity", + "val_scores": { + "cosine_similarity": { + "accuracy@1": 0.92, + "accuracy@3": 0.98, + "accuracy@5": 0.99, + "accuracy@10": 1.0, + "ndcg@10": 0.964415325130387, + "mrr@10": 0.9525000000000001 + }, + "dot_score": { + "accuracy@1": 0.91, + "accuracy@3": 0.98, + "accuracy@5": 0.99, + "accuracy@10": 1.0, + "ndcg@10": 0.9607246226661015, + "mrr@10": 0.9475000000000001 + }, + "euclidean_distance": { + "accuracy@1": 0.92, + "accuracy@3": 0.98, + "accuracy@5": 0.99, + "accuracy@10": 1.0, + "ndcg@10": 0.964415325130387, + "mrr@10": 0.9525000000000001 + } + }, + "test_scores": { + "cosine_similarity": { + "accuracy@1": 0.9331683168316832, + "accuracy@3": 0.9727722772277227, + "accuracy@5": 0.995049504950495, + "accuracy@10": 0.9975247524752475, + "ndcg@10": 0.9660376057905824, + "mrr@10": 0.9556930693069304 + } + } + } +} \ No newline at end of file diff --git a/jmteb/results/Retrieval/scores_nlp_journal_title_intro.json b/jmteb/results/Retrieval/scores_nlp_journal_title_intro.json new file mode 100644 index 0000000000000000000000000000000000000000..30b12525581eeb938c4088e936f9178ce3f1e7fb --- /dev/null +++ b/jmteb/results/Retrieval/scores_nlp_journal_title_intro.json @@ -0,0 +1,43 @@ +{ + "metric_name": "ndcg@10", + "metric_value": 0.8239125997597097, + "details": { + "optimal_distance_metric": "cosine_similarity", + "val_scores": { + "cosine_similarity": { + "accuracy@1": 0.79, + "accuracy@3": 0.87, + "accuracy@5": 0.92, + "accuracy@10": 0.94, + "ndcg@10": 0.8625804492635228, + "mrr@10": 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"metric_value": 0.7228774332572527, + "details": { + "optimal_similarity_metric": "dot_score", + "val_scores": { + "cosine_similarity": { + "pearson": 0.7787902785127275, + "spearman": 0.7463203269165151 + }, + "manhatten_distance": { + "pearson": 0.7696693385531954, + "spearman": 0.73658437615329 + }, + "euclidean_distance": { + "pearson": 0.7696693385531954, + "spearman": 0.73658437615329 + }, + "dot_score": { + "pearson": 0.7788735665737948, + "spearman": 0.7464361803709411 + } + }, + "test_scores": { + "dot_score": { + "pearson": 0.7579853118271599, + "spearman": 0.7228774332572527 + } + } + } +} \ No newline at end of file diff --git a/jmteb/results/STS/scores_jsts.json b/jmteb/results/STS/scores_jsts.json new file mode 100644 index 0000000000000000000000000000000000000000..fc0ac502709634d5f22f188d50fb98d567fc5ca9 --- /dev/null +++ b/jmteb/results/STS/scores_jsts.json @@ -0,0 +1,31 @@ +{ + "metric_name": "spearman", + "metric_value": 0.8334009117886643, + "details": { + "optimal_similarity_metric": "cosine_similarity", + "val_scores": { + "cosine_similarity": { + "pearson": 0.8575300900249121, + "spearman": 0.8130300377229739 + }, + "manhatten_distance": { + "pearson": 0.8516427332926884, + "spearman": 0.8129478229587098 + }, + "euclidean_distance": { + "pearson": 0.8516427332926884, + "spearman": 0.8129478229587098 + }, + "dot_score": { + "pearson": 0.8575076226058185, + "spearman": 0.8130035755745093 + } + }, + "test_scores": { + "cosine_similarity": { + "pearson": 0.8764356710949792, + "spearman": 0.8334009117886643 + } + } + } +} \ No newline at end of file diff --git a/jmteb/results/summary.json b/jmteb/results/summary.json new file mode 100644 index 0000000000000000000000000000000000000000..44f8b8d2ee1f37c3180a593e9c76040319e99571 --- /dev/null +++ b/jmteb/results/summary.json @@ -0,0 +1,62 @@ +{ + "Classification": { + "amazon_counterfactual_classification": { + "macro_f1": 0.7725172847265871 + }, + "amazon_review_classification": { + "macro_f1": 0.580199599298548 + }, + "massive_intent_classification": { + "macro_f1": 0.7965072076950149 + }, + "massive_scenario_classification": { + "macro_f1": 0.8963544416714002 + } + }, + "Reranking": { + "esci": { + "ndcg@10": 0.9326535342404364 + } + }, + "Retrieval": { + "jagovfaqs_22k": { + "ndcg@10": 0.7037560169204234 + }, + "jaqket": { + "ndcg@10": 0.61373516847512 + }, + "mrtydi": { + "ndcg@10": 0.365136589573548 + }, + "nlp_journal_abs_intro": { + "ndcg@10": 0.9312261091012943 + }, + "nlp_journal_title_abs": { + "ndcg@10": 0.9660376057905824 + }, + "nlp_journal_title_intro": { + "ndcg@10": 0.8239125997597097 + } + }, + "STS": { + "jsick": { + "spearman": 0.7228774332572527 + }, + "jsts": { + "spearman": 0.8334009117886643 + } + }, + "Clustering": { + "livedoor_news": { + "v_measure_score": 0.5063220603646297 + }, + "mewsc16": { + "v_measure_score": 0.45462727073049025 + } + }, + "PairClassification": { + "paws_x_ja": { + "binary_f1": 0.6403061224489796 + } + } +} \ No newline at end of file diff --git a/jmteb/tasks/amazon_counterfactual_classification.jsonnet b/jmteb/tasks/amazon_counterfactual_classification.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..d9858a1d5b1be7380745946baf7508eec6caa2ef --- /dev/null +++ b/jmteb/tasks/amazon_counterfactual_classification.jsonnet @@ -0,0 +1,32 @@ +{ + amazon_counterfactual_classification: { + class_path: 'ClassificationEvaluator', + init_args: { + train_dataset: { + class_path: 'HfClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'train', + name: 'amazon_counterfactual_classification', + }, + }, + val_dataset: { + class_path: 'HfClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'amazon_counterfactual_classification', + }, + }, + test_dataset: { + class_path: 'HfClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'amazon_counterfactual_classification', + }, + }, + prefix: '同じクラスに属する文を探すために次の文を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/amazon_review_classification.jsonnet b/jmteb/tasks/amazon_review_classification.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..9b5a80f330d48c83248ae1efec934d4c81aefb94 --- /dev/null +++ b/jmteb/tasks/amazon_review_classification.jsonnet @@ -0,0 +1,32 @@ +{ + amazon_review_classification: { + class_path: 'ClassificationEvaluator', + init_args: { + train_dataset: { + class_path: 'HfClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'train', + name: 'amazon_review_classification', + }, + }, + val_dataset: { + class_path: 'HfClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'amazon_review_classification', + }, + }, + test_dataset: { + class_path: 'HfClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'amazon_review_classification', + }, + }, + prefix: '同じクラスに属する文を探すために次の文を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/esci.jsonnet b/jmteb/tasks/esci.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..7a5dd5a7e95101a7d8b4a33ec27034945ac53f68 --- /dev/null +++ b/jmteb/tasks/esci.jsonnet @@ -0,0 +1,33 @@ +{ + esci: { + class_path: 'RerankingEvaluator', + init_args: { + val_query_dataset: { + class_path: 'HfRerankingQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'esci-query', + }, + }, + test_query_dataset: { + class_path: 'HfRerankingQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'esci-query', + }, + }, + doc_dataset: { + class_path: 'HfRerankingDocDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'corpus', + name: 'esci-corpus', + }, + }, + query_prefix: '関連した文書を探すために次の文を表現して\n', + doc_prefix: '次の文章を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/jagovfaqs_22k.jsonnet b/jmteb/tasks/jagovfaqs_22k.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..83bbce35b0b7182baec550705c3fdb0901552a7c --- /dev/null +++ b/jmteb/tasks/jagovfaqs_22k.jsonnet @@ -0,0 +1,33 @@ +{ + jagovfaqs_22k: { + class_path: 'RetrievalEvaluator', + init_args: { + val_query_dataset: { + class_path: 'HfRetrievalQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'jagovfaqs_22k-query', + }, + }, + test_query_dataset: { + class_path: 'HfRetrievalQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'jagovfaqs_22k-query', + }, + }, + doc_dataset: { + class_path: 'HfRetrievalDocDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'corpus', + name: 'jagovfaqs_22k-corpus', + }, + }, + query_prefix: '関連した文書を探すために次の文を表現して\n', + doc_prefix: '次の文章を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/jaqket.jsonnet b/jmteb/tasks/jaqket.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..43656f5e5ddf2db66fd257f5da28bf296ac4cc2a --- /dev/null +++ b/jmteb/tasks/jaqket.jsonnet @@ -0,0 +1,33 @@ +{ + jaqket: { + class_path: 'RetrievalEvaluator', + init_args: { + val_query_dataset: { + class_path: 'HfRetrievalQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'jaqket-query', + }, + }, + test_query_dataset: { + class_path: 'HfRetrievalQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'jaqket-query', + }, + }, + doc_dataset: { + class_path: 'HfRetrievalDocDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'corpus', + name: 'jaqket-corpus', + }, + }, + query_prefix: '関連した文書を探すために次の文を表現して\n', + doc_prefix: '次の文章を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/jsick.jsonnet b/jmteb/tasks/jsick.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..5a28ec6969266b179322476fa81898aff88be655 --- /dev/null +++ b/jmteb/tasks/jsick.jsonnet @@ -0,0 +1,25 @@ +{ + jsick: { + class_path: 'STSEvaluator', + init_args: { + val_dataset: { + class_path: 'HfSTSDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'jsick', + }, + }, + test_dataset: { + class_path: 'HfSTSDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'jsick', + }, + }, + sentence1_prefix: '同じ意味の文を探すために次の文を表現して\n', + sentence2_prefix: '同じ意味の文を探すために次の文を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/jsts.jsonnet b/jmteb/tasks/jsts.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..92dc234422c9974e00a6ac6743cf6516fc3c1596 --- /dev/null +++ b/jmteb/tasks/jsts.jsonnet @@ -0,0 +1,25 @@ +{ + jsts: { + class_path: 'STSEvaluator', + init_args: { + val_dataset: { + class_path: 'HfSTSDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'train', + name: 'jsts', + }, + }, + test_dataset: { + class_path: 'HfSTSDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'jsts', + }, + }, + sentence1_prefix: '同じ意味の文を探すために次の文を表現して\n', + sentence2_prefix: '同じ意味の文を探すために次の文を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/livedoor_news.jsonnet b/jmteb/tasks/livedoor_news.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..97bb2797133573b3f38b7f05caf4db68ed24527a --- /dev/null +++ b/jmteb/tasks/livedoor_news.jsonnet @@ -0,0 +1,24 @@ +{ + livedoor_news: { + class_path: 'ClusteringEvaluator', + init_args: { + val_dataset: { + class_path: 'HfClusteringDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'livedoor_news', + }, + }, + test_dataset: { + class_path: 'HfClusteringDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'livedoor_news', + }, + }, + prefix: '類似した文を探すために次の文を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/massive_intent_classification.jsonnet b/jmteb/tasks/massive_intent_classification.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..52bde2a508af1de4916586609993420f3ab0342f --- /dev/null +++ b/jmteb/tasks/massive_intent_classification.jsonnet @@ -0,0 +1,32 @@ +{ + massive_intent_classification: { + class_path: 'ClassificationEvaluator', + init_args: { + train_dataset: { + class_path: 'HfClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'train', + name: 'massive_intent_classification', + }, + }, + val_dataset: { + class_path: 'HfClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'massive_intent_classification', + }, + }, + test_dataset: { + class_path: 'HfClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'massive_intent_classification', + }, + }, + prefix: '同じクラスに属する文を探すために次の文を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/massive_scenario_classification.jsonnet b/jmteb/tasks/massive_scenario_classification.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..09e34b062ab322c50ab7b0faefa05dfa17641503 --- /dev/null +++ b/jmteb/tasks/massive_scenario_classification.jsonnet @@ -0,0 +1,32 @@ +{ + massive_scenario_classification: { + class_path: 'ClassificationEvaluator', + init_args: { + train_dataset: { + class_path: 'HfClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'train', + name: 'massive_scenario_classification', + }, + }, + val_dataset: { + class_path: 'HfClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'massive_scenario_classification', + }, + }, + test_dataset: { + class_path: 'HfClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'massive_scenario_classification', + }, + }, + prefix: '同じクラスに属する文を探すために次の文を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/mewsc16.jsonnet b/jmteb/tasks/mewsc16.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..79c24b94525ff575d0934a5dd6762a601ed2424f --- /dev/null +++ b/jmteb/tasks/mewsc16.jsonnet @@ -0,0 +1,24 @@ +{ + mewsc16: { + class_path: 'ClusteringEvaluator', + init_args: { + val_dataset: { + class_path: 'HfClusteringDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'mewsc16_ja', + }, + }, + test_dataset: { + class_path: 'HfClusteringDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'mewsc16_ja', + }, + }, + prefix: '類似した文を探すために次の文を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/mrtydi.jsonnet b/jmteb/tasks/mrtydi.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..2d38491df7ee05eb9982eeadbebc2c5dae1ccaaf --- /dev/null +++ b/jmteb/tasks/mrtydi.jsonnet @@ -0,0 +1,34 @@ +{ + mrtydi: { + class_path: 'RetrievalEvaluator', + init_args: { + val_query_dataset: { + class_path: 'HfRetrievalQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'mrtydi-query', + }, + }, + test_query_dataset: { + class_path: 'HfRetrievalQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'mrtydi-query', + }, + }, + doc_dataset: { + class_path: 'HfRetrievalDocDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'corpus', + name: 'mrtydi-corpus', + }, + }, + "doc_chunk_size":10000, + query_prefix: '関連した文書を探すために次の文を表現して\n', + doc_prefix: '次の文章を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/nlp_journal_abs_intro.jsonnet b/jmteb/tasks/nlp_journal_abs_intro.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..c5e3ff6ade21dee6ef8ba5f4e7896a8c91d4e084 --- /dev/null +++ b/jmteb/tasks/nlp_journal_abs_intro.jsonnet @@ -0,0 +1,33 @@ +{ + nlp_journal_abs_intro: { + class_path: 'RetrievalEvaluator', + init_args: { + val_query_dataset: { + class_path: 'HfRetrievalQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'nlp_journal_abs_intro-query', + }, + }, + test_query_dataset: { + class_path: 'HfRetrievalQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'nlp_journal_abs_intro-query', + }, + }, + doc_dataset: { + class_path: 'HfRetrievalDocDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'corpus', + name: 'nlp_journal_abs_intro-corpus', + }, + }, + query_prefix: '関連した文書を探すために次の文を表現して\n', + doc_prefix: '次の文章を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/nlp_journal_title_abs.jsonnet b/jmteb/tasks/nlp_journal_title_abs.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..702e8db8ba517ed0b1f1a88135e9c5b1f1e3a867 --- /dev/null +++ b/jmteb/tasks/nlp_journal_title_abs.jsonnet @@ -0,0 +1,33 @@ +{ + nlp_journal_title_abs: { + class_path: 'RetrievalEvaluator', + init_args: { + val_query_dataset: { + class_path: 'HfRetrievalQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'nlp_journal_title_abs-query', + }, + }, + test_query_dataset: { + class_path: 'HfRetrievalQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'nlp_journal_title_abs-query', + }, + }, + doc_dataset: { + class_path: 'HfRetrievalDocDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'corpus', + name: 'nlp_journal_title_abs-corpus', + }, + }, + query_prefix: '関連した文書を探すために次の文を表現して\n', + doc_prefix: '次の文章を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/nlp_journal_title_intro.jsonnet b/jmteb/tasks/nlp_journal_title_intro.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..b41055f6be84a6ca3f03e17b06f21cd6742bfc19 --- /dev/null +++ b/jmteb/tasks/nlp_journal_title_intro.jsonnet @@ -0,0 +1,33 @@ +{ + nlp_journal_title_intro: { + class_path: 'RetrievalEvaluator', + init_args: { + val_query_dataset: { + class_path: 'HfRetrievalQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'nlp_journal_title_intro-query', + }, + }, + test_query_dataset: { + class_path: 'HfRetrievalQueryDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'nlp_journal_title_intro-query', + }, + }, + doc_dataset: { + class_path: 'HfRetrievalDocDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'corpus', + name: 'nlp_journal_title_intro-corpus', + }, + }, + query_prefix: '関連した文書を探すために次の文を表現して\n', + doc_prefix: '次の文章を表現して\n', + }, + }, +} diff --git a/jmteb/tasks/paws_x_ja.jsonnet b/jmteb/tasks/paws_x_ja.jsonnet new file mode 100644 index 0000000000000000000000000000000000000000..65d83eecf7a6774a0b80c13569c42df4c92af841 --- /dev/null +++ b/jmteb/tasks/paws_x_ja.jsonnet @@ -0,0 +1,25 @@ +{ + paws_x_ja: { + class_path: 'PairClassificationEvaluator', + init_args: { + val_dataset: { + class_path: 'HfPairClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'validation', + name: 'paws_x_ja', + }, + }, + test_dataset: { + class_path: 'HfPairClassificationDataset', + init_args: { + path: 'sbintuitions/JMTEB', + split: 'test', + name: 'paws_x_ja', + }, + }, + sentence1_prefix: '同じ意味の文を探すために次の文を表現して\n', + sentence2_prefix: '同じ意味の文を探すために次の文を表現して\n', + }, + }, +} diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000000000000000000000000000000000000..fead4b1f68ad99316c26b5ac26afc12f24d78b0e --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d43aafff5dda1ece7a456d98bbc22f404a33ca569c56656fbc8a9b6ab5c8beb4 +size 264292496 diff --git a/modules.json b/modules.json new file mode 100644 index 0000000000000000000000000000000000000000..a32b46a13926a0aeb8367448eef21d776acd09b9 --- /dev/null +++ b/modules.json @@ -0,0 +1,20 @@ +[ + { + "idx": 0, + "name": "0", + "path": "", + "type": "sentence_transformers.models.Transformer" + }, + { + "idx": 1, + "name": "1", + "path": "1_Pooling", + "type": "sentence_transformers.models.Pooling" + }, + { + "idx": 2, + "name": "2", + "path": "2_Normalize", + "type": "sentence_transformers.models.Normalize" + } +] diff --git a/mteb/models/__init__.py b/mteb/models/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..0c126e5d9a177a4cce0ee03e38b003fe97d54e02 --- /dev/null +++ b/mteb/models/__init__.py @@ -0,0 +1,10 @@ +from .default import PROMPT as default_prompt +from .retrieva import PROMPT as retrieva_prompt +from .retrieva_en import PROMPT as retrieva_en_prompt + + +PROMPTS = { + "default": default_prompt, + "retrieva": retrieva_prompt, + "retrieva-en": retrieva_en_prompt, +} diff --git a/mteb/models/default.py b/mteb/models/default.py new file mode 100644 index 0000000000000000000000000000000000000000..851684df31400a58ac415db9c3de354926caa555 --- /dev/null +++ b/mteb/models/default.py @@ -0,0 +1,4 @@ +PROMPT = { + "query": "query: ", + "passage": "passage: ", +} diff --git a/mteb/models/retrieva.py b/mteb/models/retrieva.py new file mode 100644 index 0000000000000000000000000000000000000000..490a2a11db999bd10d0fb24b62c760ee7070d857 --- /dev/null +++ b/mteb/models/retrieva.py @@ -0,0 +1,13 @@ +PROMPT = { + "STS": "同じ意味の文を探すために次の文を表現して\n", + "Summarization": "次の記事またはタイトルを表現して\n", + "BitextMining": "次の文を表現して\n", + "Classification": "同じクラスに属する文を探すために次の文を表現して\n", + "Clustering": "類似した文を探すために次の文を表現して\n", + "Reranking-query": "関連した文書を探すために次の文を表現して\n", + "Reranking-passage": "次の文章を表現して\n", + "Retrieval-query": "関連した文書を探すために次の文を表現して\n", + "Retrieval-passage": "次の文章を表現して\n", + "InstructionRetrieval": "", + "PairClassification": "同じ意味の文を探すために次の文を表現して\n", +} diff --git a/mteb/models/retrieva_en.py b/mteb/models/retrieva_en.py new file mode 100644 index 0000000000000000000000000000000000000000..97ea6c8c4b3eb8e9ef1ed3f6751effb45ee71680 --- /dev/null +++ b/mteb/models/retrieva_en.py @@ -0,0 +1,15 @@ +PROMPT = { + "STS": "Represent the sentence for retrieving duplicate sentences:\n", + "Summarization": "Represent the news article or news title for retrieval:\n", + "BitextMining": "Represent the sentence\n", + "Classification": "Represent the sentence for retrieving the sentence belonging to the same category:\n", + "Clustering": "Represent the sentence to find similar sentences:\n", + "Reranking-query": "Represent the question:\n", + "Reranking-passage": "Represent the following text:\n", + "Retrieval-query": "Represent the question:\n", + "Retrieval-passage": "Represent the following text:\n", + "InstructionRetrieval": "Retrieve text based on user query:\n", + "PairClassification": "Represent the sentence for retrieving duplicate sentences:\n", + "MultilabelClassification": "Represent the sentence for retrieving the sentence belonging to the same category:\n", + "Speed": "", +} diff --git a/mteb/mteb_eval.py b/mteb/mteb_eval.py new file mode 100644 index 0000000000000000000000000000000000000000..4e9a25d7f78d3043f55d15a522eeeefa31d43472 --- /dev/null +++ b/mteb/mteb_eval.py @@ -0,0 +1,49 @@ +"""Evaluate AMBER models""" + +import argparse + +import mteb + +from models import PROMPTS + +BENCHMARKS = { + "en": "MTEB(eng, v2)", + "ja": "MTEB(jpn, v1)", +} + + +def get_args() -> argparse.Namespace: + parser = argparse.ArgumentParser() + parser.add_argument("--model_type", type=str, required=True, help="Model name", choices=PROMPTS.keys()) + parser.add_argument("--model_name_or_path", type=str, required=True) + parser.add_argument("--batch_size", type=int, default=32, help="Batch size") + parser.add_argument("--output_dir", type=str, required=True, help="Output directory") + parser.add_argument("--benchmark", type=str, required=True, choices=BENCHMARKS.keys()) + parser.add_argument("--corpus_chunk_size", type=int, default=50000) + parser.add_argument("--convert_to_tensor", action="store_true") + return parser.parse_args() + + +def main(): + args = get_args() + prompt = PROMPTS[args.model_type] + model = mteb.get_model(args.model_name_or_path, model_prompts=prompt) + + tasks = mteb.get_benchmark(BENCHMARKS[args.benchmark]) + evaluation = mteb.MTEB(tasks=tasks) + + encode_kwargs = { + "batch_size": args.batch_size, + "convert_to_tensor": args.convert_to_tensor, + } + + evaluation.run( + model, + output_folder=args.output_dir, + encode_kwargs=encode_kwargs, + corpus_chunk_size=args.corpus_chunk_size, + ) + + +if __name__ == "__main__": + main() diff --git a/mteb/results/AmazonCounterfactualClassification.json b/mteb/results/AmazonCounterfactualClassification.json new file mode 100644 index 0000000000000000000000000000000000000000..c9c3193ff6d2d47f14261970fa27540f6e37114c --- /dev/null +++ b/mteb/results/AmazonCounterfactualClassification.json @@ -0,0 +1,95 @@ +{ + "dataset_revision": "e8379541af4e31359cca9fbcf4b00f2671dba205", + "task_name": "AmazonCounterfactualClassification", + "mteb_version": "1.36.1", + "scores": { + "test": [ + { + "accuracy": 0.681642, + "f1": 0.619811, + "f1_weighted": 0.712157, + "ap": 0.306541, + "ap_weighted": 0.306541, + "scores_per_experiment": [ + { + "accuracy": 0.676119, + "f1": 0.613878, + "f1_weighted": 0.708281, + "ap": 0.297508, + "ap_weighted": 0.297508 + }, + { + "accuracy": 0.725373, + "f1": 0.651787, + "f1_weighted": 0.749265, + "ap": 0.324443, + "ap_weighted": 0.324443 + }, + { + "accuracy": 0.598507, + "f1": 0.56537, + "f1_weighted": 0.638451, + "ap": 0.285849, + "ap_weighted": 0.285849 + }, + { + "accuracy": 0.69403, + "f1": 0.641244, + "f1_weighted": 0.725044, + "ap": 0.333082, + "ap_weighted": 0.333082 + }, + { + "accuracy": 0.683582, + "f1": 0.632402, + "f1_weighted": 0.715928, + "ap": 0.32599, + "ap_weighted": 0.32599 + }, + { + "accuracy": 0.677612, + "f1": 0.609393, + "f1_weighted": 0.708798, + "ap": 0.288755, + "ap_weighted": 0.288755 + }, + { + "accuracy": 0.755224, + "f1": 0.67807, + "f1_weighted": 0.774042, + "ap": 0.349254, + "ap_weighted": 0.349254 + }, + { + "accuracy": 0.735821, + "f1": 0.658379, + "f1_weighted": 0.757427, + "ap": 0.328302, + "ap_weighted": 0.328302 + }, + { + "accuracy": 0.665672, + "f1": 0.605319, + "f1_weighted": 0.699304, + "ap": 0.291461, + "ap_weighted": 0.291461 + }, + { + "accuracy": 0.604478, + "f1": 0.542268, + "f1_weighted": 0.645027, + "ap": 0.240767, + "ap_weighted": 0.240767 + } + ], + "main_score": 0.681642, + "hf_subset": "en", + "languages": [ + "eng-Latn" + ] + } + ] + }, + "evaluation_time": 10.654787302017212, + "kg_co2_emissions": null +} \ No newline at end of file diff --git a/mteb/results/ArXivHierarchicalClusteringP2P.json b/mteb/results/ArXivHierarchicalClusteringP2P.json new file mode 100644 index 0000000000000000000000000000000000000000..44b49841405ed7c54aed371835859d75b2cb1383 --- /dev/null +++ b/mteb/results/ArXivHierarchicalClusteringP2P.json @@ -0,0 +1,46 @@ +{ + "dataset_revision": "0bbdb47bcbe3a90093699aefeed338a0f28a7ee8", + "task_name": "ArXivHierarchicalClusteringP2P", + "mteb_version": "1.36.1", + "scores": { + "test": [ + { + "v_measures": { + "Level 0": [ + 0.507858, + 0.514541, + 0.544659, + 0.512061, + 0.542216, + 0.524017, + 0.49424, + 0.536251, + 0.558261, + 0.55925 + ], + "Level 1": [ + 0.590244, + 0.610952, + 0.551394, + 0.585449, + 0.58945, + 0.581477, + 0.581684, + 0.570883, + 0.574588, + 0.60155 + ] + }, + "v_measure": 0.556551, + "v_measure_std": 0.032919, + "main_score": 0.556551, + "hf_subset": "default", + "languages": [ + "eng-Latn" + ] + } + ] + }, + "evaluation_time": 6.287527084350586, + "kg_co2_emissions": null +} \ No newline at end of file diff --git a/mteb/results/ArXivHierarchicalClusteringS2S.json b/mteb/results/ArXivHierarchicalClusteringS2S.json new file mode 100644 index 0000000000000000000000000000000000000000..7b33e1b24eaf2692cefac95dbd792540901edcfe --- /dev/null +++ b/mteb/results/ArXivHierarchicalClusteringS2S.json @@ -0,0 +1,46 @@ +{ + "dataset_revision": "b73bd54100e5abfa6e3a23dcafb46fe4d2438dc3", + "task_name": "ArXivHierarchicalClusteringS2S", + "mteb_version": "1.36.1", + "scores": { + "test": [ + { + "v_measures": { + "Level 0": [ + 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