Datasets:
Tasks:
Text Retrieval
Modalities:
Text
Sub-tasks:
multiple-choice-qa
Languages:
English
Size:
100K - 1M
ArXiv:
License:
| annotations_creators: | |
| - derived | |
| language: | |
| - eng | |
| license: apache-2.0 | |
| multilinguality: monolingual | |
| source_datasets: | |
| - KaLM-Embedding/LMEB | |
| task_categories: | |
| - text-retrieval | |
| task_ids: | |
| - multiple-choice-qa | |
| dataset_info: | |
| - config_name: event_driven__adversarial_abstention-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 3486783 | |
| num_examples: 11995 | |
| download_size: 1492084 | |
| dataset_size: 3486783 | |
| - config_name: event_driven__adversarial_abstention-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
| num_bytes: 6053 | |
| num_examples: 276 | |
| download_size: 4039 | |
| dataset_size: 6053 | |
| - config_name: event_driven__adversarial_abstention-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 17249 | |
| num_examples: 100 | |
| download_size: 12949 | |
| dataset_size: 17249 | |
| - config_name: event_driven__information_extraction-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 3486783 | |
| num_examples: 11995 | |
| download_size: 1492084 | |
| dataset_size: 3486783 | |
| - config_name: event_driven__information_extraction-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
| num_bytes: 2829 | |
| num_examples: 129 | |
| download_size: 3057 | |
| dataset_size: 2829 | |
| - config_name: event_driven__information_extraction-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 15103 | |
| num_examples: 100 | |
| download_size: 10565 | |
| dataset_size: 15103 | |
| - config_name: event_driven__mind-body_interaction-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 3486783 | |
| num_examples: 11995 | |
| download_size: 1492084 | |
| dataset_size: 3486783 | |
| - config_name: event_driven__mind-body_interaction-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
| num_bytes: 5435 | |
| num_examples: 247 | |
| download_size: 3808 | |
| dataset_size: 5435 | |
| - config_name: event_driven__mind-body_interaction-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 21500 | |
| num_examples: 100 | |
| download_size: 13470 | |
| dataset_size: 21500 | |
| - config_name: event_driven__mnestic_trigger_analysis-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 3486783 | |
| num_examples: 11995 | |
| download_size: 1492084 | |
| dataset_size: 3486783 | |
| - config_name: event_driven__mnestic_trigger_analysis-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
| num_bytes: 7514 | |
| num_examples: 341 | |
| download_size: 4409 | |
| dataset_size: 7514 | |
| - config_name: event_driven__mnestic_trigger_analysis-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 27575 | |
| num_examples: 136 | |
| download_size: 15134 | |
| dataset_size: 27575 | |
| - config_name: event_driven__temporal_reasoning-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 3486783 | |
| num_examples: 11995 | |
| download_size: 1492084 | |
| dataset_size: 3486783 | |
| - config_name: event_driven__temporal_reasoning-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
| num_bytes: 14098 | |
| num_examples: 622 | |
| download_size: 6471 | |
| dataset_size: 14098 | |
| - config_name: event_driven__temporal_reasoning-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 58735 | |
| num_examples: 230 | |
| download_size: 27136 | |
| dataset_size: 58735 | |
| - config_name: flashback_intensive__adversarial_abstention-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
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| num_examples: 6644 | |
| download_size: 1454014 | |
| dataset_size: 2871963 | |
| - config_name: flashback_intensive__adversarial_abstention-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
| num_bytes: 3231 | |
| num_examples: 151 | |
| download_size: 2743 | |
| dataset_size: 3231 | |
| - config_name: flashback_intensive__adversarial_abstention-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 11407 | |
| num_examples: 100 | |
| download_size: 6303 | |
| dataset_size: 11407 | |
| - config_name: flashback_intensive__information_extraction-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 2871963 | |
| num_examples: 6644 | |
| download_size: 1454014 | |
| dataset_size: 2871963 | |
| - config_name: flashback_intensive__information_extraction-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
| num_bytes: 2843 | |
| num_examples: 130 | |
| download_size: 3020 | |
| dataset_size: 2843 | |
| - config_name: flashback_intensive__information_extraction-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 15291 | |
| num_examples: 130 | |
| download_size: 9535 | |
| dataset_size: 15291 | |
| - config_name: flashback_intensive__mind-body_interaction-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 2871963 | |
| num_examples: 6644 | |
| download_size: 1454014 | |
| dataset_size: 2871963 | |
| - config_name: flashback_intensive__mind-body_interaction-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
| num_bytes: 20209 | |
| num_examples: 891 | |
| download_size: 8705 | |
| dataset_size: 20209 | |
| - config_name: flashback_intensive__mind-body_interaction-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 51655 | |
| num_examples: 295 | |
| download_size: 28438 | |
| dataset_size: 51655 | |
| - config_name: flashback_intensive__mnestic_trigger_analysis-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 2871963 | |
| num_examples: 6644 | |
| download_size: 1454014 | |
| dataset_size: 2871963 | |
| - config_name: flashback_intensive__mnestic_trigger_analysis-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
| num_bytes: 6928 | |
| num_examples: 307 | |
| download_size: 4654 | |
| dataset_size: 6928 | |
| - config_name: flashback_intensive__mnestic_trigger_analysis-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 41281 | |
| num_examples: 240 | |
| download_size: 23310 | |
| dataset_size: 41281 | |
| - config_name: flashback_intensive__temporal_reasoning-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 2871963 | |
| num_examples: 6644 | |
| download_size: 1454014 | |
| dataset_size: 2871963 | |
| - config_name: flashback_intensive__temporal_reasoning-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
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| num_examples: 335 | |
| download_size: 4083 | |
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| - config_name: flashback_intensive__temporal_reasoning-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
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| num_examples: 131 | |
| download_size: 13324 | |
| dataset_size: 34511 | |
| - config_name: psychological_depth__adversarial_abstention-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 2902978 | |
| num_examples: 8423 | |
| download_size: 1279166 | |
| dataset_size: 2902978 | |
| - config_name: psychological_depth__adversarial_abstention-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
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| num_examples: 302 | |
| download_size: 4110 | |
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| - config_name: psychological_depth__adversarial_abstention-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
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| num_examples: 100 | |
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| dataset_size: 27336 | |
| - config_name: psychological_depth__information_extraction-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
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| - name: test | |
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| num_examples: 8423 | |
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| - config_name: psychological_depth__information_extraction-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
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| num_examples: 106 | |
| download_size: 2844 | |
| dataset_size: 2296 | |
| - config_name: psychological_depth__information_extraction-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
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| num_examples: 100 | |
| download_size: 9767 | |
| dataset_size: 13771 | |
| - config_name: psychological_depth__mind-body_interaction-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 2902978 | |
| num_examples: 8423 | |
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| dataset_size: 2902978 | |
| - config_name: psychological_depth__mind-body_interaction-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
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| num_examples: 246 | |
| download_size: 3725 | |
| dataset_size: 5367 | |
| - config_name: psychological_depth__mind-body_interaction-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
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| num_examples: 100 | |
| download_size: 13041 | |
| dataset_size: 19899 | |
| - config_name: psychological_depth__mnestic_trigger_analysis-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 2902978 | |
| num_examples: 8423 | |
| download_size: 1279166 | |
| dataset_size: 2902978 | |
| - config_name: psychological_depth__mnestic_trigger_analysis-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
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| num_examples: 456 | |
| download_size: 4790 | |
| dataset_size: 10184 | |
| - config_name: psychological_depth__mnestic_trigger_analysis-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 39739 | |
| num_examples: 200 | |
| download_size: 17048 | |
| dataset_size: 39739 | |
| - config_name: psychological_depth__temporal_reasoning-corpus | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| - name: title | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 2902978 | |
| num_examples: 8423 | |
| download_size: 1279166 | |
| dataset_size: 2902978 | |
| - config_name: psychological_depth__temporal_reasoning-qrels | |
| features: | |
| - name: query-id | |
| dtype: string | |
| - name: corpus-id | |
| dtype: string | |
| - name: score | |
| dtype: int64 | |
| splits: | |
| - name: test | |
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| num_examples: 301 | |
| download_size: 4094 | |
| dataset_size: 6863 | |
| - config_name: psychological_depth__temporal_reasoning-queries | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: text | |
| dtype: string | |
| splits: | |
| - name: test | |
| num_bytes: 33838 | |
| num_examples: 100 | |
| download_size: 18826 | |
| dataset_size: 33838 | |
| configs: | |
| - config_name: event_driven__adversarial_abstention-corpus | |
| data_files: | |
| - split: test | |
| path: event_driven/adversarial_abstention-corpus/test-* | |
| - config_name: event_driven__adversarial_abstention-qrels | |
| data_files: | |
| - split: test | |
| path: event_driven/adversarial_abstention-qrels/test-* | |
| - config_name: event_driven__adversarial_abstention-queries | |
| data_files: | |
| - split: test | |
| path: event_driven/adversarial_abstention-queries/test-* | |
| - config_name: event_driven__information_extraction-corpus | |
| data_files: | |
| - split: test | |
| path: event_driven/information_extraction-corpus/test-* | |
| - config_name: event_driven__information_extraction-qrels | |
| data_files: | |
| - split: test | |
| path: event_driven/information_extraction-qrels/test-* | |
| - config_name: event_driven__information_extraction-queries | |
| data_files: | |
| - split: test | |
| path: event_driven/information_extraction-queries/test-* | |
| - config_name: event_driven__mind-body_interaction-corpus | |
| data_files: | |
| - split: test | |
| path: event_driven/mind-body_interaction-corpus/test-* | |
| - config_name: event_driven__mind-body_interaction-qrels | |
| data_files: | |
| - split: test | |
| path: event_driven/mind-body_interaction-qrels/test-* | |
| - config_name: event_driven__mind-body_interaction-queries | |
| data_files: | |
| - split: test | |
| path: event_driven/mind-body_interaction-queries/test-* | |
| - config_name: event_driven__mnestic_trigger_analysis-corpus | |
| data_files: | |
| - split: test | |
| path: event_driven/mnestic_trigger_analysis-corpus/test-* | |
| - config_name: event_driven__mnestic_trigger_analysis-qrels | |
| data_files: | |
| - split: test | |
| path: event_driven/mnestic_trigger_analysis-qrels/test-* | |
| - config_name: event_driven__mnestic_trigger_analysis-queries | |
| data_files: | |
| - split: test | |
| path: event_driven/mnestic_trigger_analysis-queries/test-* | |
| - config_name: event_driven__temporal_reasoning-corpus | |
| data_files: | |
| - split: test | |
| path: event_driven/temporal_reasoning-corpus/test-* | |
| - config_name: event_driven__temporal_reasoning-qrels | |
| data_files: | |
| - split: test | |
| path: event_driven/temporal_reasoning-qrels/test-* | |
| - config_name: event_driven__temporal_reasoning-queries | |
| data_files: | |
| - split: test | |
| path: event_driven/temporal_reasoning-queries/test-* | |
| - config_name: flashback_intensive__adversarial_abstention-corpus | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/adversarial_abstention-corpus/test-* | |
| - config_name: flashback_intensive__adversarial_abstention-qrels | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/adversarial_abstention-qrels/test-* | |
| - config_name: flashback_intensive__adversarial_abstention-queries | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/adversarial_abstention-queries/test-* | |
| - config_name: flashback_intensive__information_extraction-corpus | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/information_extraction-corpus/test-* | |
| - config_name: flashback_intensive__information_extraction-qrels | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/information_extraction-qrels/test-* | |
| - config_name: flashback_intensive__information_extraction-queries | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/information_extraction-queries/test-* | |
| - config_name: flashback_intensive__mind-body_interaction-corpus | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/mind-body_interaction-corpus/test-* | |
| - config_name: flashback_intensive__mind-body_interaction-qrels | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/mind-body_interaction-qrels/test-* | |
| - config_name: flashback_intensive__mind-body_interaction-queries | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/mind-body_interaction-queries/test-* | |
| - config_name: flashback_intensive__mnestic_trigger_analysis-corpus | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/mnestic_trigger_analysis-corpus/test-* | |
| - config_name: flashback_intensive__mnestic_trigger_analysis-qrels | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/mnestic_trigger_analysis-qrels/test-* | |
| - config_name: flashback_intensive__mnestic_trigger_analysis-queries | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/mnestic_trigger_analysis-queries/test-* | |
| - config_name: flashback_intensive__temporal_reasoning-corpus | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/temporal_reasoning-corpus/test-* | |
| - config_name: flashback_intensive__temporal_reasoning-qrels | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/temporal_reasoning-qrels/test-* | |
| - config_name: flashback_intensive__temporal_reasoning-queries | |
| data_files: | |
| - split: test | |
| path: flashback_intensive/temporal_reasoning-queries/test-* | |
| - config_name: psychological_depth__adversarial_abstention-corpus | |
| data_files: | |
| - split: test | |
| path: psychological_depth/adversarial_abstention-corpus/test-* | |
| - config_name: psychological_depth__adversarial_abstention-qrels | |
| data_files: | |
| - split: test | |
| path: psychological_depth/adversarial_abstention-qrels/test-* | |
| - config_name: psychological_depth__adversarial_abstention-queries | |
| data_files: | |
| - split: test | |
| path: psychological_depth/adversarial_abstention-queries/test-* | |
| - config_name: psychological_depth__information_extraction-corpus | |
| data_files: | |
| - split: test | |
| path: psychological_depth/information_extraction-corpus/test-* | |
| - config_name: psychological_depth__information_extraction-qrels | |
| data_files: | |
| - split: test | |
| path: psychological_depth/information_extraction-qrels/test-* | |
| - config_name: psychological_depth__information_extraction-queries | |
| data_files: | |
| - split: test | |
| path: psychological_depth/information_extraction-queries/test-* | |
| - config_name: psychological_depth__mind-body_interaction-corpus | |
| data_files: | |
| - split: test | |
| path: psychological_depth/mind-body_interaction-corpus/test-* | |
| - config_name: psychological_depth__mind-body_interaction-qrels | |
| data_files: | |
| - split: test | |
| path: psychological_depth/mind-body_interaction-qrels/test-* | |
| - config_name: psychological_depth__mind-body_interaction-queries | |
| data_files: | |
| - split: test | |
| path: psychological_depth/mind-body_interaction-queries/test-* | |
| - config_name: psychological_depth__mnestic_trigger_analysis-corpus | |
| data_files: | |
| - split: test | |
| path: psychological_depth/mnestic_trigger_analysis-corpus/test-* | |
| - config_name: psychological_depth__mnestic_trigger_analysis-qrels | |
| data_files: | |
| - split: test | |
| path: psychological_depth/mnestic_trigger_analysis-qrels/test-* | |
| - config_name: psychological_depth__mnestic_trigger_analysis-queries | |
| data_files: | |
| - split: test | |
| path: psychological_depth/mnestic_trigger_analysis-queries/test-* | |
| - config_name: psychological_depth__temporal_reasoning-corpus | |
| data_files: | |
| - split: test | |
| path: psychological_depth/temporal_reasoning-corpus/test-* | |
| - config_name: psychological_depth__temporal_reasoning-qrels | |
| data_files: | |
| - split: test | |
| path: psychological_depth/temporal_reasoning-qrels/test-* | |
| - config_name: psychological_depth__temporal_reasoning-queries | |
| data_files: | |
| - split: test | |
| path: psychological_depth/temporal_reasoning-queries/test-* | |
| tags: | |
| - mteb | |
| - text | |
| <!-- adapted from https://github.com/huggingface/huggingface_hub/blob/v0.30.2/src/huggingface_hub/templates/datasetcard_template.md --> | |
| <div align="center" style="padding: 40px 20px; background-color: white; border-radius: 12px; box-shadow: 0 2px 10px rgba(0, 0, 0, 0.05); max-width: 600px; margin: 0 auto;"> | |
| <h1 style="font-size: 3.5rem; color: #1a1a1a; margin: 0 0 20px 0; letter-spacing: 2px; font-weight: 700;">KnowMeBench</h1> | |
| <div style="font-size: 1.5rem; color: #4a4a4a; margin-bottom: 5px; font-weight: 300;">An <a href="https://github.com/embeddings-benchmark/mteb" style="color: #2c5282; font-weight: 600; text-decoration: none;" onmouseover="this.style.textDecoration='underline'" onmouseout="this.style.textDecoration='none'">MTEB</a> dataset</div> | |
| <div style="font-size: 0.9rem; color: #2c5282; margin-top: 10px;">Massive Text Embedding Benchmark</div> | |
| </div> | |
| LMEB episodic-memory retrieval task based on KnowMeBench, focused on person understanding, temporal reasoning, and memory-triggered retrieval. | |
| | | | | |
| |---------------|---------------------------------------------| | |
| | Task category | Retrieval (text-to-text) | | |
| | Domains | Fiction, Written | | |
| | Reference | [LMEB: Long-horizon Memory Embedding Benchmark](https://github.com/QuantaAlpha/KnowMeBench/tree/main/KnowmeBench) | | |
| Source datasets: | |
| - [KaLM-Embedding/LMEB](https://huggingface.co/datasets/KaLM-Embedding/LMEB) | |
| ## How to evaluate on this task | |
| You can evaluate an embedding model on this dataset using the following code: | |
| ```python | |
| import mteb | |
| task = mteb.get_task("KnowMeBench") | |
| model = mteb.get_model(YOUR_MODEL) | |
| mteb.evaluate(model, task) | |
| ``` | |
| <!-- Datasets want link to arxiv in readme to autolink dataset with paper --> | |
| To learn more about how to run models on `mteb` task check out the [GitHub repository](https://github.com/embeddings-benchmark/mteb). | |
| ## Citation | |
| If you use this dataset, please cite the dataset as well as [mteb](https://github.com/embeddings-benchmark/mteb), as this dataset likely includes additional processing as a part of the [MMTEB Contribution](https://github.com/embeddings-benchmark/mteb/tree/main/docs/mmteb). | |
| ```bibtex | |
| @misc{zhao2026lmeb, | |
| archiveprefix = {arXiv}, | |
| author = {Zhao, Xinping and Hu, Xinshuo and Xu, Jiaxin and Tang, Danyu and Zhang, Xin and Zhou, Mengjia and Zhong, Yan and Zhou, Yao and Shan, Zifei and Zhang, Meishan and Hu, Baotian and Zhang, Min}, | |
| eprint = {2603.12572}, | |
| primaryclass = {cs.CL}, | |
| title = {LMEB: Long-horizon Memory Embedding Benchmark}, | |
| url = {https://arxiv.org/abs/2603.12572}, | |
| year = {2026}, | |
| } | |
| @article{enevoldsen2025mmtebmassivemultilingualtext, | |
| title={MMTEB: Massive Multilingual Text Embedding Benchmark}, | |
| author={Kenneth Enevoldsen and Isaac Chung and Imene Kerboua and Márton Kardos and Ashwin Mathur and David Stap and Jay Gala and Wissam Siblini and Dominik Krzemiński and Genta Indra Winata and Saba Sturua and Saiteja Utpala and Mathieu Ciancone and Marion Schaeffer and Gabriel Sequeira and Diganta Misra and Shreeya Dhakal and Jonathan Rystrøm and Roman Solomatin and Ömer Çağatan and Akash Kundu and Martin Bernstorff and Shitao Xiao and Akshita Sukhlecha and Bhavish Pahwa and Rafał Poświata and Kranthi Kiran GV and Shawon Ashraf and Daniel Auras and Björn Plüster and Jan Philipp Harries and Loïc Magne and Isabelle Mohr and Mariya Hendriksen and Dawei Zhu and Hippolyte Gisserot-Boukhlef and Tom Aarsen and Jan Kostkan and Konrad Wojtasik and Taemin Lee and Marek Šuppa and Crystina Zhang and Roberta Rocca and Mohammed Hamdy and Andrianos Michail and John Yang and Manuel Faysse and Aleksei Vatolin and Nandan Thakur and Manan Dey and Dipam Vasani and Pranjal Chitale and Simone Tedeschi and Nguyen Tai and Artem Snegirev and Michael Günther and Mengzhou Xia and Weijia Shi and Xing Han Lù and Jordan Clive and Gayatri Krishnakumar and Anna Maksimova and Silvan Wehrli and Maria Tikhonova and Henil Panchal and Aleksandr Abramov and Malte Ostendorff and Zheng Liu and Simon Clematide and Lester James Miranda and Alena Fenogenova and Guangyu Song and Ruqiya Bin Safi and Wen-Ding Li and Alessia Borghini and Federico Cassano and Hongjin Su and Jimmy Lin and Howard Yen and Lasse Hansen and Sara Hooker and Chenghao Xiao and Vaibhav Adlakha and Orion Weller and Siva Reddy and Niklas Muennighoff}, | |
| publisher = {arXiv}, | |
| journal={arXiv preprint arXiv:2502.13595}, | |
| year={2025}, | |
| url={https://arxiv.org/abs/2502.13595}, | |
| doi = {10.48550/arXiv.2502.13595}, | |
| } | |
| @article{muennighoff2022mteb, | |
| author = {Muennighoff, Niklas and Tazi, Nouamane and Magne, Loïc and Reimers, Nils}, | |
| title = {MTEB: Massive Text Embedding Benchmark}, | |
| publisher = {arXiv}, | |
| journal={arXiv preprint arXiv:2210.07316}, | |
| year = {2022} | |
| url = {https://arxiv.org/abs/2210.07316}, | |
| doi = {10.48550/ARXIV.2210.07316}, | |
| } | |
| ``` | |
| # Dataset Statistics | |
| <details> | |
| <summary> Dataset Statistics</summary> | |
| The following code contains the descriptive statistics from the task. These can also be obtained using: | |
| ```python | |
| import mteb | |
| task = mteb.get_task("KnowMeBench") | |
| desc_stats = task.metadata.descriptive_stats | |
| ``` | |
| ```json | |
| { | |
| "test": { | |
| "num_samples": 137472, | |
| "number_of_characters": 44319183, | |
| "documents_text_statistics": { | |
| "total_text_length": 43913135, | |
| "min_text_length": 105, | |
| "average_text_length": 324.5372478013451, | |
| "max_text_length": 3092, | |
| "unique_texts": 27062 | |
| }, | |
| "documents_image_statistics": null, | |
| "documents_audio_statistics": null, | |
| "queries_text_statistics": { | |
| "total_text_length": 406048, | |
| "min_text_length": 36, | |
| "average_text_length": 187.8112858464385, | |
| "max_text_length": 430, | |
| "unique_texts": 2036 | |
| }, | |
| "queries_image_statistics": null, | |
| "queries_audio_statistics": null, | |
| "relevant_docs_statistics": { | |
| "num_relevant_docs": 4840, | |
| "min_relevant_docs_per_query": 1, | |
| "average_relevant_docs_per_query": 2.238667900092507, | |
| "max_relevant_docs_per_query": 13, | |
| "unique_relevant_docs": 4106 | |
| }, | |
| "top_ranked_statistics": null | |
| } | |
| } | |
| ``` | |
| </details> | |
| --- | |
| *This dataset card was automatically generated using [MTEB](https://github.com/embeddings-benchmark/mteb)* |