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--- |
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license: cc-by-4.0 |
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task_categories: |
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- translation |
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language: |
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- en |
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- zh |
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- es |
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- fr |
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- de |
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- ru |
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- ja |
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- th |
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- sw |
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- te |
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- bn |
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- ar |
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- ko |
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- vi |
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- cs |
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- hu |
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- sr |
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multilinguality: |
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- multilingual |
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configs: |
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- config_name: arenahard_en |
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data_files: arenahard/arenahard_en.jsonl |
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- config_name: arenahard_zh |
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data_files: arenahard/arenahard_zh.jsonl |
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- config_name: arenahard_es |
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data_files: arenahard/arenahard_es.jsonl |
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- config_name: arenahard_fr |
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data_files: arenahard/arenahard_fr.jsonl |
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- config_name: arenahard_de |
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data_files: arenahard/arenahard_de.jsonl |
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- config_name: arenahard_ru |
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data_files: arenahard/arenahard_ru.jsonl |
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- config_name: arenahard_ja |
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data_files: arenahard/arenahard_ja.jsonl |
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- config_name: arenahard_th |
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data_files: arenahard/arenahard_th.jsonl |
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- config_name: arenahard_bn |
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data_files: arenahard/arenahard_bn.jsonl |
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- config_name: arenahard_sw |
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data_files: arenahard/arenahard_sw.jsonl |
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- config_name: arenahard_te |
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data_files: arenahard/arenahard_te.jsonl |
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- config_name: arenahard_ar |
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data_files: arenahard/arenahard_ar.jsonl |
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- config_name: arenahard_ko |
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data_files: arenahard/arenahard_ko.jsonl |
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- config_name: arenahard_vi |
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data_files: arenahard/arenahard_vi.jsonl |
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- config_name: arenahard_cs |
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data_files: arenahard/arenahard_cs.jsonl |
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- config_name: arenahard_hu |
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data_files: arenahard/arenahard_hu.jsonl |
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- config_name: arenahard_sr |
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data_files: arenahard/arenahard_sr.jsonl |
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- config_name: gpqa_en |
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data_files: gpqa/gpqa_en.jsonl |
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- config_name: gpqa_zh |
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data_files: gpqa/gpqa_zh.jsonl |
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- config_name: gpqa_es |
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data_files: gpqa/gpqa_es.jsonl |
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- config_name: gpqa_fr |
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data_files: gpqa/gpqa_fr.jsonl |
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- config_name: gpqa_de |
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data_files: gpqa/gpqa_de.jsonl |
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- config_name: gpqa_ru |
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data_files: gpqa/gpqa_ru.jsonl |
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- config_name: gpqa_ja |
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data_files: gpqa/gpqa_ja.jsonl |
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- config_name: gpqa_th |
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data_files: gpqa/gpqa_th.jsonl |
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- config_name: gpqa_bn |
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data_files: gpqa/gpqa_bn.jsonl |
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- config_name: gpqa_sw |
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data_files: gpqa/gpqa_sw.jsonl |
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- config_name: gpqa_te |
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data_files: gpqa/gpqa_te.jsonl |
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- config_name: gpqa_ar |
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data_files: gpqa/gpqa_ar.jsonl |
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- config_name: gpqa_ko |
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data_files: gpqa/gpqa_ko.jsonl |
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- config_name: gpqa_vi |
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data_files: gpqa/gpqa_vi.jsonl |
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- config_name: gpqa_cs |
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data_files: gpqa/gpqa_cs.jsonl |
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- config_name: gpqa_hu |
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data_files: gpqa/gpqa_hu.jsonl |
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- config_name: gpqa_sr |
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data_files: gpqa/gpqa_sr.jsonl |
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- config_name: humaneval_en |
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data_files: humaneval/humaneval_en.jsonl |
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- config_name: humaneval_zh |
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data_files: humaneval/humaneval_zh.jsonl |
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- config_name: humaneval_es |
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data_files: humaneval/humaneval_es.jsonl |
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- config_name: humaneval_fr |
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data_files: humaneval/humaneval_fr.jsonl |
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- config_name: humaneval_de |
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data_files: humaneval/humaneval_de.jsonl |
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- config_name: humaneval_ru |
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data_files: humaneval/humaneval_ru.jsonl |
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- config_name: humaneval_ja |
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data_files: humaneval/humaneval_ja.jsonl |
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- config_name: humaneval_th |
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data_files: humaneval/humaneval_th.jsonl |
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- config_name: humaneval_bn |
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data_files: humaneval/humaneval_bn.jsonl |
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- config_name: humaneval_sw |
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data_files: humaneval/humaneval_sw.jsonl |
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- config_name: humaneval_te |
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data_files: humaneval/humaneval_te.jsonl |
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- config_name: humaneval_ar |
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data_files: humaneval/humaneval_ar.jsonl |
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- config_name: humaneval_ko |
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data_files: humaneval/humaneval_ko.jsonl |
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- config_name: humaneval_vi |
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data_files: humaneval/humaneval_vi.jsonl |
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- config_name: humaneval_cs |
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data_files: humaneval/humaneval_cs.jsonl |
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- config_name: humaneval_hu |
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data_files: humaneval/humaneval_hu.jsonl |
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- config_name: humaneval_sr |
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data_files: humaneval/humaneval_sr.jsonl |
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- config_name: ifeval_en |
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data_files: ifeval/ifeval_en.jsonl |
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- config_name: ifeval_zh |
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data_files: ifeval/ifeval_zh.jsonl |
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- config_name: ifeval_es |
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data_files: ifeval/ifeval_es.jsonl |
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- config_name: ifeval_fr |
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data_files: ifeval/ifeval_fr.jsonl |
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- config_name: ifeval_de |
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data_files: ifeval/ifeval_de.jsonl |
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- config_name: ifeval_ru |
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data_files: ifeval/ifeval_ru.jsonl |
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- config_name: ifeval_ja |
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data_files: ifeval/ifeval_ja.jsonl |
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- config_name: ifeval_th |
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data_files: ifeval/ifeval_th.jsonl |
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- config_name: ifeval_bn |
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data_files: ifeval/ifeval_bn.jsonl |
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- config_name: ifeval_sw |
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data_files: ifeval/ifeval_sw.jsonl |
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- config_name: ifeval_te |
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data_files: ifeval/ifeval_te.jsonl |
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- config_name: ifeval_ar |
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data_files: ifeval/ifeval_ar.jsonl |
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- config_name: ifeval_ko |
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data_files: ifeval/ifeval_ko.jsonl |
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- config_name: ifeval_vi |
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data_files: ifeval/ifeval_vi.jsonl |
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- config_name: ifeval_cs |
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data_files: ifeval/ifeval_cs.jsonl |
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- config_name: ifeval_hu |
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data_files: ifeval/ifeval_hu.jsonl |
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- config_name: ifeval_sr |
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data_files: ifeval/ifeval_sr.jsonl |
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- config_name: lcb_v4_en |
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data_files: lcb_v4/lcb_v4_en.jsonl |
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- config_name: lcb_v4_zh |
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data_files: lcb_v4/lcb_v4_zh.jsonl |
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- config_name: lcb_v4_es |
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data_files: lcb_v4/lcb_v4_es.jsonl |
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- config_name: lcb_v4_fr |
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data_files: lcb_v4/lcb_v4_fr.jsonl |
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- config_name: lcb_v4_de |
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data_files: lcb_v4/lcb_v4_de.jsonl |
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- config_name: lcb_v4_ru |
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data_files: lcb_v4/lcb_v4_ru.jsonl |
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- config_name: lcb_v4_ja |
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data_files: lcb_v4/lcb_v4_ja.jsonl |
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- config_name: lcb_v4_th |
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data_files: lcb_v4/lcb_v4_th.jsonl |
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- config_name: lcb_v4_bn |
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data_files: lcb_v4/lcb_v4_bn.jsonl |
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- config_name: lcb_v4_sw |
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data_files: lcb_v4/lcb_v4_sw.jsonl |
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- config_name: lcb_v4_te |
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data_files: lcb_v4/lcb_v4_te.jsonl |
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- config_name: lcb_v4_ar |
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data_files: lcb_v4/lcb_v4_ar.jsonl |
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- config_name: lcb_v4_ko |
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data_files: lcb_v4/lcb_v4_ko.jsonl |
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- config_name: lcb_v4_vi |
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data_files: lcb_v4/lcb_v4_vi.jsonl |
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- config_name: lcb_v4_cs |
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data_files: lcb_v4/lcb_v4_cs.jsonl |
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- config_name: lcb_v4_hu |
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data_files: lcb_v4/lcb_v4_hu.jsonl |
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- config_name: lcb_v4_sr |
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data_files: lcb_v4/lcb_v4_sr.jsonl |
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- config_name: mgsm_en |
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data_files: mgsm/mgsm_en.jsonl |
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- config_name: mgsm_zh |
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data_files: mgsm/mgsm_zh.jsonl |
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- config_name: mgsm_es |
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data_files: mgsm/mgsm_es.jsonl |
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- config_name: mgsm_fr |
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data_files: mgsm/mgsm_fr.jsonl |
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- config_name: mgsm_de |
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data_files: mgsm/mgsm_de.jsonl |
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- config_name: mgsm_ru |
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data_files: mgsm/mgsm_ru.jsonl |
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- config_name: mgsm_ja |
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data_files: mgsm/mgsm_ja.jsonl |
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- config_name: mgsm_th |
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data_files: mgsm/mgsm_th.jsonl |
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- config_name: mgsm_bn |
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data_files: mgsm/mgsm_bn.jsonl |
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- config_name: mgsm_sw |
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data_files: mgsm/mgsm_sw.jsonl |
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- config_name: mgsm_te |
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data_files: mgsm/mgsm_te.jsonl |
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- config_name: mgsm_ar |
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data_files: mgsm/mgsm_ar.jsonl |
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- config_name: mgsm_ko |
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data_files: mgsm/mgsm_ko.jsonl |
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- config_name: mgsm_vi |
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data_files: mgsm/mgsm_vi.jsonl |
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- config_name: mgsm_cs |
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data_files: mgsm/mgsm_cs.jsonl |
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- config_name: mgsm_hu |
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data_files: mgsm/mgsm_hu.jsonl |
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- config_name: mgsm_sr |
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data_files: mgsm/mgsm_sr.jsonl |
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- config_name: nexus_en |
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data_files: nexus/nexus_en.jsonl |
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- config_name: nexus_zh |
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data_files: nexus/nexus_zh.jsonl |
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- config_name: nexus_es |
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data_files: nexus/nexus_es.jsonl |
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- config_name: nexus_fr |
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data_files: nexus/nexus_fr.jsonl |
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- config_name: nexus_de |
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data_files: nexus/nexus_de.jsonl |
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- config_name: nexus_ru |
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data_files: nexus/nexus_ru.jsonl |
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- config_name: nexus_ja |
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data_files: nexus/nexus_ja.jsonl |
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- config_name: nexus_th |
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data_files: nexus/nexus_th.jsonl |
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- config_name: nexus_bn |
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data_files: nexus/nexus_bn.jsonl |
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- config_name: nexus_sw |
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data_files: nexus/nexus_sw.jsonl |
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- config_name: nexus_te |
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data_files: nexus/nexus_te.jsonl |
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- config_name: nexus_ar |
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data_files: nexus/nexus_ar.jsonl |
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- config_name: nexus_ko |
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data_files: nexus/nexus_ko.jsonl |
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- config_name: nexus_vi |
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data_files: nexus/nexus_vi.jsonl |
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- config_name: nexus_cs |
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data_files: nexus/nexus_cs.jsonl |
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- config_name: nexus_hu |
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data_files: nexus/nexus_hu.jsonl |
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- config_name: nexus_sr |
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data_files: nexus/nexus_sr.jsonl |
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--- |
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## Dataset Sources |
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- **Paper**: BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models |
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- **Link**: https://huggingface.co/papers/2502.07346 |
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- **Repository**: https://github.com/CONE-MT/BenchMAX |
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|
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## Dataset Description |
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BenchMAX_Domain_Translation is a dataset of [BenchMAX](https://arxiv.org/pdf/2502.07346), which evaluates the translation capability on specific domains. |
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We collect the domain multi-way parallel data from other tasks in BenchMAX, such as math data, code data, etc. |
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Each sample contains one or three human-annotated translations. |
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|
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## Usage |
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|
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```bash |
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git clone --recurse-submodules https://github.com/CONE-MT/BenchMAX.git |
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cd BenchMAX |
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pip install -r requirements.txt |
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cd tasks/translation |
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tasks=("ifeval" "gpqa" "lcb_v4" "mgsm" "humaneval" "nexus" "arenahard") |
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max_tokens_list=(512 3072 2048 1024 1024 512 3072) |
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for i in "${!tasks[@]}"; do |
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task=${tasks[$i]} |
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max_tokens=${max_tokens_list[$i]} |
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python generate_translation.py -s en -t zh,es,fr,de,ru,ja,th,sw,bn,te,ar,ko,vi,cs,hu,sr --task-name $task --model-name ${model} --infer-backend vllm --max-tokens ${max_tokens} |
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python generate_translation.py -s zh,es,fr,de,ru,ja,th,sw,bn,te,ar,ko,vi,cs,hu,sr -t en --task-name $task --model-name ${model} --infer-backend vllm --max-tokens ${max_tokens} |
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python evaluate_translation.py -s en -t zh,es,fr,de,ru,ja,th,sw,bn,te,ar,ko,vi,cs,hu,sr --task-name $task --model-name ${model} --metrics spBLEU |
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python evaluate_translation.py -s zh,es,fr,de,ru,ja,th,sw,bn,te,ar,ko,vi,cs,hu,sr -t en --task-name $task --model-name ${model} --metrics spBLEU |
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done |
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``` |
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## Supported Languages |
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Arabic, Bengali, Chinese, Czech, English, French, German, Hungarian, Japanese, Korean, Serbian, Spanish, Swahili, Telugu, Thai, Russian, Vietnamese |
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|
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## Citation |
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If you find our dataset helpful, please cite this paper: |
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|
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``` |
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@article{huang2025benchmax, |
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title={BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models}, |
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author={Huang, Xu and Zhu, Wenhao and Hu, Hanxu and He, Conghui and Li, Lei and Huang, Shujian and Yuan, Fei}, |
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journal={arXiv preprint arXiv:2502.07346}, |
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year={2025} |
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} |
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``` |
