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--- |
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language: |
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- bg |
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- cs |
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- da |
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- de |
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- en |
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- es |
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- et |
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- fr |
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- hr |
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- hu |
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- it |
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- lt |
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- lv |
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- nl |
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- no |
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- pl |
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- pt |
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- ro |
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- sk |
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- sl |
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- sv |
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license: mit |
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task_categories: |
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- text-retrieval |
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- sentence-similarity |
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tags: |
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- entity-linking |
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- occupations |
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- multilingual |
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- ranking |
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- information-retrieval |
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- ESCO |
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configs: |
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- config_name: aut_q_de_c_de |
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data_files: |
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- split: queries |
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path: aut_q_de_c_de/queries-00000-of-00001.parquet |
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- split: corpus |
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path: aut_q_de_c_de/corpus-00000-of-00001.parquet |
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- config_name: aut_q_de_c_en |
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data_files: |
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- split: queries |
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path: aut_q_de_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: aut_q_de_c_en/corpus-00000-of-00001.parquet |
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- config_name: bel_q_fr_c_en |
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data_files: |
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- split: queries |
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path: bel_q_fr_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: bel_q_fr_c_en/corpus-00000-of-00001.parquet |
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- config_name: bel_q_fr_c_fr |
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data_files: |
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- split: queries |
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path: bel_q_fr_c_fr/queries-00000-of-00001.parquet |
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- split: corpus |
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path: bel_q_fr_c_fr/corpus-00000-of-00001.parquet |
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- config_name: bel_q_nl_c_en |
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data_files: |
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- split: queries |
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path: bel_q_nl_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: bel_q_nl_c_en/corpus-00000-of-00001.parquet |
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- config_name: bel_q_nl_c_nl |
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data_files: |
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- split: queries |
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path: bel_q_nl_c_nl/queries-00000-of-00001.parquet |
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- split: corpus |
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path: bel_q_nl_c_nl/corpus-00000-of-00001.parquet |
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- config_name: bgr_q_bg_c_bg |
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data_files: |
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- split: queries |
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path: bgr_q_bg_c_bg/queries-00000-of-00001.parquet |
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- split: corpus |
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path: bgr_q_bg_c_bg/corpus-00000-of-00001.parquet |
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- config_name: bgr_q_bg_c_en |
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data_files: |
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- split: queries |
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path: bgr_q_bg_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: bgr_q_bg_c_en/corpus-00000-of-00001.parquet |
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- config_name: cze_q_cs_c_cs |
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data_files: |
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- split: queries |
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path: cze_q_cs_c_cs/queries-00000-of-00001.parquet |
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- split: corpus |
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path: cze_q_cs_c_cs/corpus-00000-of-00001.parquet |
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- config_name: cze_q_cs_c_en |
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data_files: |
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- split: queries |
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path: cze_q_cs_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: cze_q_cs_c_en/corpus-00000-of-00001.parquet |
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- config_name: deu_q_de_c_de |
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data_files: |
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- split: queries |
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path: deu_q_de_c_de/queries-00000-of-00001.parquet |
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- split: corpus |
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path: deu_q_de_c_de/corpus-00000-of-00001.parquet |
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- config_name: deu_q_de_c_en |
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data_files: |
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- split: queries |
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path: deu_q_de_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: deu_q_de_c_en/corpus-00000-of-00001.parquet |
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- config_name: dnk_q_da_c_da |
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data_files: |
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- split: queries |
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path: dnk_q_da_c_da/queries-00000-of-00001.parquet |
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- split: corpus |
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path: dnk_q_da_c_da/corpus-00000-of-00001.parquet |
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- config_name: dnk_q_da_c_en |
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data_files: |
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- split: queries |
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path: dnk_q_da_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: dnk_q_da_c_en/corpus-00000-of-00001.parquet |
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- config_name: esp_q_es_c_en |
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data_files: |
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- split: queries |
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path: esp_q_es_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: esp_q_es_c_en/corpus-00000-of-00001.parquet |
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- config_name: esp_q_es_c_es |
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data_files: |
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- split: queries |
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path: esp_q_es_c_es/queries-00000-of-00001.parquet |
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- split: corpus |
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path: esp_q_es_c_es/corpus-00000-of-00001.parquet |
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- config_name: est_q_et_c_en |
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data_files: |
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- split: queries |
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path: est_q_et_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: est_q_et_c_en/corpus-00000-of-00001.parquet |
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- config_name: est_q_et_c_et |
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data_files: |
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- split: queries |
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path: est_q_et_c_et/queries-00000-of-00001.parquet |
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- split: corpus |
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path: est_q_et_c_et/corpus-00000-of-00001.parquet |
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- config_name: fra_q_fr_c_en |
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data_files: |
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- split: queries |
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path: fra_q_fr_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: fra_q_fr_c_en/corpus-00000-of-00001.parquet |
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- config_name: fra_q_fr_c_fr |
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data_files: |
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- split: queries |
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path: fra_q_fr_c_fr/queries-00000-of-00001.parquet |
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- split: corpus |
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path: fra_q_fr_c_fr/corpus-00000-of-00001.parquet |
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- config_name: hrv_q_hr_c_en |
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data_files: |
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- split: queries |
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path: hrv_q_hr_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: hrv_q_hr_c_en/corpus-00000-of-00001.parquet |
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- config_name: hrv_q_hr_c_hr |
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data_files: |
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- split: queries |
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path: hrv_q_hr_c_hr/queries-00000-of-00001.parquet |
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- split: corpus |
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path: hrv_q_hr_c_hr/corpus-00000-of-00001.parquet |
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- config_name: hun_q_hu_c_en |
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data_files: |
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- split: queries |
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path: hun_q_hu_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: hun_q_hu_c_en/corpus-00000-of-00001.parquet |
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- config_name: hun_q_hu_c_hu |
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data_files: |
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- split: queries |
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path: hun_q_hu_c_hu/queries-00000-of-00001.parquet |
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- split: corpus |
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path: hun_q_hu_c_hu/corpus-00000-of-00001.parquet |
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- config_name: ita_q_it_c_en |
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data_files: |
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- split: queries |
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path: ita_q_it_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: ita_q_it_c_en/corpus-00000-of-00001.parquet |
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- config_name: ita_q_it_c_it |
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data_files: |
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- split: queries |
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path: ita_q_it_c_it/queries-00000-of-00001.parquet |
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- split: corpus |
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path: ita_q_it_c_it/corpus-00000-of-00001.parquet |
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- config_name: ltu_q_lt_c_en |
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data_files: |
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- split: queries |
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path: ltu_q_lt_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: ltu_q_lt_c_en/corpus-00000-of-00001.parquet |
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- config_name: ltu_q_lt_c_lt |
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data_files: |
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- split: queries |
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path: ltu_q_lt_c_lt/queries-00000-of-00001.parquet |
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- split: corpus |
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path: ltu_q_lt_c_lt/corpus-00000-of-00001.parquet |
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- config_name: lva_q_lv_c_en |
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data_files: |
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- split: queries |
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path: lva_q_lv_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: lva_q_lv_c_en/corpus-00000-of-00001.parquet |
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- config_name: lva_q_lv_c_lv |
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data_files: |
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- split: queries |
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path: lva_q_lv_c_lv/queries-00000-of-00001.parquet |
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- split: corpus |
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path: lva_q_lv_c_lv/corpus-00000-of-00001.parquet |
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- config_name: nld_q_nl_c_en |
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data_files: |
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- split: queries |
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path: nld_q_nl_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: nld_q_nl_c_en/corpus-00000-of-00001.parquet |
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- config_name: nld_q_nl_c_nl |
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data_files: |
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- split: queries |
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path: nld_q_nl_c_nl/queries-00000-of-00001.parquet |
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- split: corpus |
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path: nld_q_nl_c_nl/corpus-00000-of-00001.parquet |
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- config_name: nor_q_no_c_en |
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data_files: |
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- split: queries |
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path: nor_q_no_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: nor_q_no_c_en/corpus-00000-of-00001.parquet |
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- config_name: nor_q_no_c_no |
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data_files: |
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- split: queries |
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path: nor_q_no_c_no/queries-00000-of-00001.parquet |
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- split: corpus |
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path: nor_q_no_c_no/corpus-00000-of-00001.parquet |
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- config_name: pol_q_pl_c_en |
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data_files: |
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- split: queries |
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path: pol_q_pl_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: pol_q_pl_c_en/corpus-00000-of-00001.parquet |
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- config_name: pol_q_pl_c_pl |
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data_files: |
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- split: queries |
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path: pol_q_pl_c_pl/queries-00000-of-00001.parquet |
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- split: corpus |
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path: pol_q_pl_c_pl/corpus-00000-of-00001.parquet |
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- config_name: prt_q_pt_c_en |
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data_files: |
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- split: queries |
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path: prt_q_pt_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: prt_q_pt_c_en/corpus-00000-of-00001.parquet |
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- config_name: prt_q_pt_c_pt |
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data_files: |
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- split: queries |
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path: prt_q_pt_c_pt/queries-00000-of-00001.parquet |
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- split: corpus |
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path: prt_q_pt_c_pt/corpus-00000-of-00001.parquet |
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- config_name: rou_q_ro_c_en |
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data_files: |
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- split: queries |
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path: rou_q_ro_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: rou_q_ro_c_en/corpus-00000-of-00001.parquet |
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- config_name: rou_q_ro_c_ro |
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data_files: |
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- split: queries |
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path: rou_q_ro_c_ro/queries-00000-of-00001.parquet |
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- split: corpus |
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path: rou_q_ro_c_ro/corpus-00000-of-00001.parquet |
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- config_name: svk_q_sk_c_en |
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data_files: |
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- split: queries |
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path: svk_q_sk_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: svk_q_sk_c_en/corpus-00000-of-00001.parquet |
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- config_name: svk_q_sk_c_sk |
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data_files: |
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- split: queries |
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path: svk_q_sk_c_sk/queries-00000-of-00001.parquet |
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- split: corpus |
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path: svk_q_sk_c_sk/corpus-00000-of-00001.parquet |
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- config_name: svn_q_sl_c_en |
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data_files: |
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- split: queries |
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path: svn_q_sl_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: svn_q_sl_c_en/corpus-00000-of-00001.parquet |
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- config_name: svn_q_sl_c_sl |
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data_files: |
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- split: queries |
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path: svn_q_sl_c_sl/queries-00000-of-00001.parquet |
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- split: corpus |
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path: svn_q_sl_c_sl/corpus-00000-of-00001.parquet |
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- config_name: swe_q_sv_c_en |
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data_files: |
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- split: queries |
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path: swe_q_sv_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: swe_q_sv_c_en/corpus-00000-of-00001.parquet |
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- config_name: swe_q_sv_c_sv |
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data_files: |
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- split: queries |
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path: swe_q_sv_c_sv/queries-00000-of-00001.parquet |
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- split: corpus |
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path: swe_q_sv_c_sv/corpus-00000-of-00001.parquet |
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- config_name: usa_q_en_c_de_en_es_fr_it_nl_pl_pt |
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data_files: |
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- split: queries |
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path: usa_q_en_c_de_en_es_fr_it_nl_pl_pt/queries-00000-of-00001.parquet |
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- split: corpus |
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path: usa_q_en_c_de_en_es_fr_it_nl_pl_pt/corpus-00000-of-00001.parquet |
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- config_name: usa_q_en_c_en |
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data_files: |
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- split: queries |
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path: usa_q_en_c_en/queries-00000-of-00001.parquet |
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- split: corpus |
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path: usa_q_en_c_en/corpus-00000-of-00001.parquet |
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--- |
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# MELO Benchmark |
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This dataset contains the **Multilingual Entity Linking of Occupations (MELO) Benchmark** |
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for easy loading with the HuggingFace `datasets` library. |
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## Dataset Description |
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MELO is a collection of 48 datasets for evaluating the linking of entity mentions in |
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21 languages to the ESCO Occupations multilingual taxonomy. It was built using |
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high-quality, pre-existent human annotations. |
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**Original paper abstract:** |
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> We present the Multilingual Entity Linking of Occupations (MELO) Benchmark, a new |
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> collection of 48 datasets for evaluating the linking of entity mentions in 21 languages |
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> to the ESCO Occupations multilingual taxonomy. MELO was built using high-quality, |
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> pre-existent human annotations. We conduct experiments with simple lexical models and |
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> general-purpose sentence encoders, evaluated as bi-encoders in a zero-shot setup, to |
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> establish baselines for future research. |
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**Original repository:** [https://github.com/Avature/melo-benchmark](https://github.com/Avature/melo-benchmark) |
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## Dataset Structure |
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Each subset (configuration) contains two splits: |
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- **`queries`**: Query texts with their relevant corpus element indices |
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- **`corpus`**: Corpus element texts |
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### Schema |
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**queries split:** |
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| Column | Type | Description | |
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|--------|------|-------------| |
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| `text` | `string` | The query surface form | |
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| `labels` | `list[int]` | Indices of relevant corpus elements | |
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**corpus split:** |
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| Column | Type | Description | |
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|--------|------|-------------| |
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| `text` | `string` | The corpus element surface form | |
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## Usage |
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```python |
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from datasets import load_dataset |
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# Load a specific subset |
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ds = load_dataset("federetyk/MELO-Benchmark", "ita_q_it_c_it") |
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# Access the data |
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query_surface_forms = ds["queries"]["text"] |
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corpus_surface_forms = ds["corpus"]["text"] |
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label_lists = ds["queries"]["labels"] |
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# Example: Get relevant corpus texts for the first query |
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query_idx = 0 |
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print(f"Query: {query_surface_forms[query_idx]}") |
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print(f"Relevant corpus elements:") |
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for corpus_idx in label_lists[query_idx]: |
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print(f" - {corpus_surface_forms[corpus_idx]}") |
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``` |
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## Available Subsets |
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The subset names follow the pattern: `{country}_q_{query_lang}_c_{corpus_lang(s)}` |
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| Subset ID | Task Name | Source Taxonomy | Query Lang | # Queries | Target Taxonomy | Corpus Lang | # Corpus | |
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|-----------|-----------|-----------------|------------|-----------|-----------------|-------------|----------| |
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| `usa_q_en_c_en` | USA-en-en | O*NET | en | 633 | ESCO v1.1.0 | en | 33,813 | |
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| `usa_q_en_c_de_en_es_fr_it_nl_pl_pt` | USA-en-xx † | O*NET | en | 633 | ESCO v1.1.0 | xx | 150,140 | |
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| `aut_q_de_c_de` | AUT-de-de | Austria | de | 1,120 | ESCO v1.1.0 | de | 19,782 | |
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| `aut_q_de_c_en` | AUT-de-en | Austria | de | 1,120 | ESCO v1.1.0 | en | 33,813 | |
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| `bel_q_fr_c_fr` | BEL-fr-fr | Belgium | fr | 328 | ESCO v1.0.3 | fr | 15,227 | |
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| `bel_q_fr_c_en` | BEL-fr-en | Belgium | fr | 328 | ESCO v1.0.3 | en | 33,609 | |
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| `bel_q_nl_c_nl` | BEL-nl-nl | Belgium | nl | 328 | ESCO v1.0.3 | nl | 24,070 | |
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| `bel_q_nl_c_en` | BEL-nl-en | Belgium | nl | 328 | ESCO v1.0.3 | en | 33,609 | |
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| `bgr_q_bg_c_bg` | BGR-bg-bg | Bulgaria | bg | 4,438 | ESCO v1.0.3 | bg | 21,082 | |
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|
| `bgr_q_bg_c_en` | BGR-bg-en | Bulgaria | bg | 4,438 | ESCO v1.0.3 | en | 33,609 | |
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|
| `cze_q_cs_c_cs` | CZE-cs-cs | Czechia | cs | 988 | ESCO v1.0.9 | cs | 13,333 | |
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|
| `cze_q_cs_c_en` | CZE-cs-en | Czechia | cs | 988 | ESCO v1.0.9 | en | 33,583 | |
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|
| `deu_q_de_c_de` | DEU-de-de | Germany | de | 1,779 | ESCO v1.0.3 | de | 19,135 | |
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|
| `deu_q_de_c_en` | DEU-de-en | Germany | de | 1,779 | ESCO v1.0.3 | en | 33,609 | |
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|
| `dnk_q_da_c_da` | DNK-da-da | Denmark | da | 734 | ESCO v1.0.8 | da | 10,410 | |
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|
| `dnk_q_da_c_en` | DNK-da-en | Denmark | da | 734 | ESCO v1.0.8 | en | 33,583 | |
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| `esp_q_es_c_es` | ESP-es-es | Spain | es | 1,580 | ESCO v1.0.8 | es | 16,502 | |
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| `esp_q_es_c_en` | ESP-es-en | Spain | es | 1,580 | ESCO v1.0.8 | en | 33,583 | |
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|
| `est_q_et_c_et` | EST-et-et | Estonia | et | 1,068 | ESCO v1.0.8 | et | 4,956 | |
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|
| `est_q_et_c_en` | EST-et-en | Estonia | et | 1,068 | ESCO v1.0.8 | en | 33,583 | |
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|
| `fra_q_fr_c_fr` | FRA-fr-fr | France | fr | 1,435 | ESCO v1.0.9 | fr | 15,217 | |
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| `fra_q_fr_c_en` | FRA-fr-en | France | fr | 1,435 | ESCO v1.0.9 | en | 33,583 | |
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| `hrv_q_hr_c_hr` | HRV-hr-hr | Croatia | hr | 2,347 | ESCO v1.0.3 | hr | 17,390 | |
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| `hrv_q_hr_c_en` | HRV-hr-en | Croatia | hr | 2,347 | ESCO v1.0.3 | en | 33,609 | |
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| `hun_q_hu_c_hu` | HUN-hu-hu | Hungary | hu | 362 | ESCO v1.0.8 | hu | 16,923 | |
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| `hun_q_hu_c_en` | HUN-hu-en | Hungary | hu | 362 | ESCO v1.0.8 | en | 33,583 | |
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| `ita_q_it_c_it` | ITA-it-it | Italy | it | 362 | ESCO v1.0.8 | it | 16,199 | |
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| `ita_q_it_c_en` | ITA-it-en | Italy | it | 362 | ESCO v1.0.8 | en | 33,583 | |
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| `ltu_q_lt_c_lt` | LTU-lt-lt | Lithuania | lt | 3,849 | ESCO v1.0.8 | lt | 17,824 | |
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| `ltu_q_lt_c_en` | LTU-lt-en | Lithuania | lt | 3,849 | ESCO v1.0.8 | en | 33,583 | |
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| `lva_q_lv_c_lv` | LVA-lv-lv | Latvia | lv | 3,251 | ESCO v1.0.8 | lv | 9,733 | |
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| `lva_q_lv_c_en` | LVA-lv-en | Latvia | lv | 3,251 | ESCO v1.0.8 | en | 33,583 | |
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|
| `nld_q_nl_c_nl` | NLD-nl-nl | Netherlands | nl | 2,605 | ESCO v1.0.3 | nl | 24,070 | |
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|
| `nld_q_nl_c_en` | NLD-nl-en | Netherlands | nl | 2,605 | ESCO v1.0.3 | en | 33,609 | |
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| `nor_q_no_c_no` | NOR-no-no | Norway | no | 96 | ESCO v1.0.8 | no | 7,821 | |
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| `nor_q_no_c_en` | NOR-no-en | Norway | no | 96 | ESCO v1.0.8 | en | 33,583 | |
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| `pol_q_pl_c_pl` | POL-pl-pl | Poland | pl | 1,937 | ESCO v1.0.3 | pl | 8,879 | |
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| `pol_q_pl_c_en` | POL-pl-en | Poland | pl | 1,937 | ESCO v1.0.3 | en | 33,609 | |
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| `prt_q_pt_c_pt` | PRT-pt-pt | Portugal | pt | 379 | ESCO v1.0.3 | pt | 11,671 | |
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| `prt_q_pt_c_en` | PRT-pt-en | Portugal | pt | 379 | ESCO v1.0.3 | en | 33,609 | |
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|
| `rou_q_ro_c_ro` | ROU-ro-ro | Romania | ro | 3,273 | ESCO v1.0.8 | ro | 14,833 | |
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|
| `rou_q_ro_c_en` | ROU-ro-en | Romania | ro | 3,273 | ESCO v1.0.8 | en | 33,583 | |
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|
| `svk_q_sk_c_sk` | SVK-sk-sk | Slovakia | sk | 2,040 | ESCO v1.0.8 | sk | 12,899 | |
|
|
| `svk_q_sk_c_en` | SVK-sk-en | Slovakia | sk | 2,040 | ESCO v1.0.8 | en | 33,583 | |
|
|
| `svn_q_sl_c_sl` | SVN-sl-sl | Slovenia | sl | 3,222 | ESCO v1.0.8 | sl | 15,487 | |
|
|
| `svn_q_sl_c_en` | SVN-sl-en | Slovenia | sl | 3,222 | ESCO v1.0.8 | en | 33,583 | |
|
|
| `swe_q_sv_c_sv` | SWE-sv-sv | Sweden | sv | 2,883 | ESCO v1.1.1 | sv | 7,506 | |
|
|
| `swe_q_sv_c_en` | SWE-sv-en | Sweden | sv | 2,883 | ESCO v1.1.1 | en | 33,802 | |
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† The `usa_q_en_c_de_en_es_fr_it_nl_pl_pt` subset contains a multilingual corpus with texts in German, English, Spanish, French, Italian, Dutch, Polish, and Portuguese. |
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## Subset Naming Convention |
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- `{country}`: ISO 3166-1 alpha-3 country code (e.g., `ita` for Italy, `usa` for USA) |
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- `q_{lang}`: Query language (ISO 639-1 code) |
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- `c_{lang(s)}`: Corpus language(s) (one or more ISO 639-1 codes) |
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Examples: |
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- `ita_q_it_c_it`: Italian queries, Italian corpus (Italy) |
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- `ita_q_it_c_en`: Italian queries, English corpus (Italy) |
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- `usa_q_en_c_de_en_es_fr_it_nl_pl_pt`: English queries, multilingual corpus (USA) |
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## Citation |
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If you use this dataset, please cite the original MELO Benchmark paper: |
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```bibtex |
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@inproceedings{retyk2024melo, |
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title = {{MELO: An Evaluation Benchmark for Multilingual Entity Linking of Occupations}}, |
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author = {Federico Retyk and Luis Gasco and Casimiro Pio Carrino and Daniel Deniz and Rabih Zbib}, |
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booktitle = {Proceedings of the 4th Workshop on Recommender Systems for Human Resources |
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(RecSys in {HR} 2024), in conjunction with the 18th {ACM} Conference on |
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Recommender Systems}, |
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year = {2024}, |
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url = {https://recsyshr.aau.dk/wp-content/uploads/2024/10/RecSysHR2024-paper_2.pdf}, |
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} |
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``` |
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## License |
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This dataset is licensed under the MIT License. See the |
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[LICENSE](https://github.com/Avature/melo-benchmark/blob/main/LICENSE) file for more information. |
