README.md

metadata

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
        sequence:
          - 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: 349587
        num_examples: 1059
      - name: validation
        num_bytes: 38528
        num_examples: 120
    download_size: 216443
    dataset_size: 388115
  - config_name: v1.1
    features:
      - name: qid
        dtype: string
      - name: type
        dtype: string
      - name: question
        dtype: string
      - name: answer
        dtype: string
      - name: derivations
        sequence:
          - 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: 349673
        num_examples: 1059
      - name: validation
        num_bytes: 38590
        num_examples: 120
    download_size: 216429
    dataset_size: 388263
  - config_name: v1.1-extended-answers
    features:
      - name: qid
        dtype: string
      - name: type
        dtype: string
      - name: question
        dtype: string
      - name: derivations
        struct:
          - name: '0'
            sequence: string
          - name: '1'
            sequence: string
          - name: '2'
            sequence:
              sequence: string
      - name: page_ids
        sequence: string
      - name: time_dependent
        dtype: bool
      - name: answers
        sequence: string
    splits:
      - name: validation
        num_bytes: 39294
        num_examples: 120
    download_size: 30192
    dataset_size: 39294
configs:
  - config_name: v1
    data_files:
      - split: train
        path: v1/train-*
      - split: validation
        path: v1/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-*

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

JEMHopQA

JEMHopQA (Japanese Explainable Multi-hop Question Answering) is a Japanese multi-hop QA dataset that can evaluate internal reasoning. It is a task that takes a question as input and generates an answer and derivations. Derivations are a set of derivation steps and is a semi-structured representation of relationships between entities. This dataset contains both compositional (linking information from two Wikipedia articles) and comparison (comparing information from two Wikipedia articles) questions.

Licensing Information

Creative Commons Attribution Share Alike 4.0 International

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

v1.1

v1.1: JEMHopQA/corpus_ver1.1 on GitHub

• 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.
• answer (str): The correct answer to the question.
• derivations (dict[str, list[str]]): Knowledge triples for reasoning used to arrive at the answer.
• page_ids (list[str]): Identifiers for related Wikipedia pages.
• time_dependent (bool): Indicates whether the question/answer is time-sensitive.

v1.1-extended-answers

• v1.1 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