--- language: - ja license: cc-by-sa-4.0 task_categories: - question-answering dataset_info: - config_name: v1 features: - name: qid dtype: string - name: type dtype: string - name: question dtype: string - name: answer dtype: string - name: derivations list: - name: '0' dtype: string - name: '1' dtype: string - name: '2' sequence: string - name: page_ids sequence: string - name: time_dependent dtype: bool splits: - name: train num_bytes: 336414 num_examples: 1059 - name: validation num_bytes: 37295 num_examples: 120 download_size: 210192 dataset_size: 373709 - config_name: v1-extended-answers features: - name: qid dtype: string - name: type dtype: string - name: question dtype: string - name: answers sequence: string - name: derivations list: - name: '0' dtype: string - name: '1' dtype: string - name: '2' sequence: string - name: page_ids sequence: string - name: time_dependent dtype: bool splits: - name: validation num_bytes: 37999 num_examples: 120 download_size: 28606 dataset_size: 37999 - config_name: v1.1 features: - name: qid dtype: string - name: type dtype: string - name: question dtype: string - name: answer dtype: string - name: derivations list: - name: '0' dtype: string - name: '1' dtype: string - name: '2' sequence: string - name: page_ids sequence: string - name: time_dependent dtype: bool splits: - name: train num_bytes: 336500 num_examples: 1059 - name: validation num_bytes: 37357 num_examples: 120 download_size: 210184 dataset_size: 373857 - config_name: v1.1-extended-answers features: - name: qid dtype: string - name: type dtype: string - name: question dtype: string - name: answers sequence: string - name: derivations list: - name: '0' dtype: string - name: '1' dtype: string - name: '2' sequence: string - name: page_ids sequence: string - name: time_dependent dtype: bool splits: - name: validation num_bytes: 38061 num_examples: 120 download_size: 28624 dataset_size: 38061 - config_name: v1.2 features: - name: qid dtype: string - name: type dtype: string - name: question dtype: string - name: answer dtype: string - name: derivations list: - name: '0' dtype: string - name: '1' dtype: string - name: '2' sequence: string - name: page_ids sequence: string - name: time_dependent dtype: bool splits: - name: train num_bytes: 336860 num_examples: 1059 - name: validation num_bytes: 37389 num_examples: 120 download_size: 609248 dataset_size: 374249 - config_name: v1.2-extended-answers features: - name: qid dtype: string - name: type dtype: string - name: question dtype: string - name: answers sequence: string - name: derivations list: - name: '0' dtype: string - name: '1' dtype: string - name: '2' sequence: string - name: page_ids sequence: string - name: time_dependent dtype: bool splits: - name: validation num_bytes: 38093 num_examples: 120 download_size: 28663 dataset_size: 38093 configs: - config_name: v1 data_files: - split: train path: v1/train-* - split: validation path: v1/validation-* - config_name: v1-extended-answers data_files: - split: validation path: v1-extended-answers/validation-* - config_name: v1.1 data_files: - split: train path: v1.1/train-* - split: validation path: v1.1/validation-* - config_name: v1.1-extended-answers data_files: - split: validation path: v1.1-extended-answers/validation-* - config_name: v1.2 data_files: - split: train path: v1.2/train-* - split: validation path: v1.2/validation-* - config_name: v1.2-extended-answers data_files: - split: validation path: v1.2-extended-answers/validation-* --- 評価スコアの再現性確保と SB Intuitions 修正版の公開用クローン ソース: [aiishii/JEMHopQA on GitHub](https://github.com/aiishii/JEMHopQA) # JEMHopQA > JEMHopQA (Japanese Explainable Multi-hop Question Answering)は、回答導出ステップの情報付きの日本語の根拠情報付きマルチホップQAデータセットです。質問 (Question)を入力として、回答 (Answer)と導出 (Derivation)を生成するタスクです。導出は導出ステップの集合で、半構造化されたエンティティ間の関係表現です。問題は、Wikipediaの２つの記事の情報をリンクさせて答える構成問題 (compositional)と2つの記事の情報を比較して答える比較問題 (comparison)が含まれています。 ## Licensing Information [Creative Commons Attribution Share Alike 4.0 International](https://github.com/aiishii/JEMHopQA/blob/main/LICENSE) ## Citation Information ``` @inproceedings{ishii-etal-2024-jemhopqa-dataset, title = "{JEMH}op{QA}: Dataset for {J}apanese Explainable Multi-Hop Question Answering", author = "Ishii, Ai and Inoue, Naoya and Suzuki, Hisami and Sekine, Satoshi", editor = "Calzolari, Nicoletta and Kan, Min-Yen and Hoste, Veronique and Lenci, Alessandro and Sakti, Sakriani and Xue, Nianwen", booktitle = "Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)", month = may, year = "2024", address = "Torino, Italia", publisher = "ELRA and ICCL", url = "https://aclanthology.org/2024.lrec-main.831", pages = "9515--9525", } ``` # Subsets ## v1 v1: [JEMHopQA/corpus on GitHub](https://github.com/aiishii/JEMHopQA/tree/main/corpus) - `qid` (`str`): Unique identifier for each entry in the dataset. - `type` (`str`): The category of the question ("comparison" or "compositional"). - `question` (`str`): The text of the question.（未 NFKC 正規化） - `answer` (`str`): The correct answer to the question.（未 NFKC 正規化） - `derivations` (`dict[str: Any]`): Knowledge triples for reasoning used to arrive at the answer.（未 NFKC 正規化） - `page_ids` (`list[str]`): Identifiers for related Wikipedia pages. - `time_dependent` (`bool`): Indicates whether the question/answer is time-sensitive. オリジナルの JEMHopQA の `derivations` は、
`list[ list[str, str, list[str]], list[str, str, list[str]]] `
という構造になっている。しかし1つのリスト内に str型と list型が混在できない形式の都合、ここでは
`list[{"0": str, "1": str, "2": list[str]}, {"0": str, "1": str, "2": list[str]}]`
という形に修正している。具体的には以下の通り。 [オリジナル](https://github.com/aiishii/JEMHopQA/blob/main/corpus/dev_for_view.json#L7-L22) ``` "derivations": [ ["ダンガンロンパ 希望の学園と絶望の高校生", "発売日", ["2010年11月25日"]], ["ファイナルファンタジーXIII", "発売日", ["2009年12月17日"]] ], ``` ↓ 修正版（このリポジトリ） ``` "derivations": [ {"0”": "ダンガンロンパ 希望の学園と絶望の高校生", "1": "発売日", "2": ["2010年11月25日"]}, {"0": "ファイナルファンタジーXIII", "1": "発売日", "2": ["2009年12月17日"]} ], ``` ## v1-extended-answers - v1 の `answer` に別解を加え、`answers` (`list[str]`) に拡張したもの - e.g., `"カリフォルニア州クパチーノ"` -> `["カリフォルニア州クパチーノ", "アメリカ合衆国カリフォルニア州クパチーノ", "アメリカ合衆国カリフォルニア州クパティーノ", "カリフォルニア州クパティーノ"]` - split: validation のみ ## v1.1 v1.1: [JEMHopQA/corpus_ver1.1 on GitHub](https://github.com/aiishii/JEMHopQA/tree/main/corpus_ver1.1) ## v1.1-extended-answers - v1.1 の `answer` に別解を加え、`answers` (`list[str]`) に拡張したもの - split: validation のみ ## v1.2 v1.2: [JEMHopQA/corpus_ver1.2 on GitHub](https://github.com/aiishii/JEMHopQA/tree/main/corpus_ver1.2) ## v1.2-extended-answers - v1.2 の `answer` に別解を加え、`answers` (`list[str]`) に拡張したもの - split: validation のみ