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metadata
language:
  - en
paperswithcode_id: semeval-2010-task-8
pretty_name: SemEval-2010 Task 8
dataset_info:
  features:
    - name: sentence
      dtype: string
    - name: relation
      dtype:
        class_label:
          names:
            '0': Cause-Effect(e1,e2)
            '1': Cause-Effect(e2,e1)
            '2': Component-Whole(e1,e2)
            '3': Component-Whole(e2,e1)
            '4': Content-Container(e1,e2)
            '5': Content-Container(e2,e1)
            '6': Entity-Destination(e1,e2)
            '7': Entity-Destination(e2,e1)
            '8': Entity-Origin(e1,e2)
            '9': Entity-Origin(e2,e1)
            '10': Instrument-Agency(e1,e2)
            '11': Instrument-Agency(e2,e1)
            '12': Member-Collection(e1,e2)
            '13': Member-Collection(e2,e1)
            '14': Message-Topic(e1,e2)
            '15': Message-Topic(e2,e1)
            '16': Product-Producer(e1,e2)
            '17': Product-Producer(e2,e1)
            '18': Other
  splits:
    - name: train
      num_bytes: 1054352
      num_examples: 8000
    - name: test
      num_bytes: 357075
      num_examples: 2717
  download_size: 1964087
  dataset_size: 1411427
train-eval-index:
  - config: default
    task: text-classification
    task_id: multi_class_classification
    splits:
      train_split: train
      eval_split: test
    col_mapping:
      sentence: text
      relation: target
    metrics:
      - type: accuracy
        name: Accuracy
      - type: f1
        name: F1 macro
        args:
          average: macro
      - type: f1
        name: F1 micro
        args:
          average: micro
      - type: f1
        name: F1 weighted
        args:
          average: weighted
      - type: precision
        name: Precision macro
        args:
          average: macro
      - type: precision
        name: Precision micro
        args:
          average: micro
      - type: precision
        name: Precision weighted
        args:
          average: weighted
      - type: recall
        name: Recall macro
        args:
          average: macro
      - type: recall
        name: Recall micro
        args:
          average: micro
      - type: recall
        name: Recall weighted
        args:
          average: weighted

Dataset Card for "sem_eval_2010_task_8"

Table of Contents

Dataset Description

Dataset Summary

The SemEval-2010 Task 8 focuses on Multi-way classification of semantic relations between pairs of nominals. The task was designed to compare different approaches to semantic relation classification and to provide a standard testbed for future research.

Supported Tasks and Leaderboards

More Information Needed

Languages

More Information Needed

Dataset Structure

Data Instances

default

  • Size of downloaded dataset files: 1.96 MB
  • Size of the generated dataset: 1.42 MB
  • Total amount of disk used: 3.38 MB

An example of 'train' looks as follows.

{
    "relation": 3,
    "sentence": "The system as described above has its greatest application in an arrayed <e1>configuration</e1> of antenna <e2>elements</e2>."
}

Data Fields

The data fields are the same among all splits.

default

  • sentence: a string feature.
  • relation: a classification label, with possible values including Cause-Effect(e1,e2) (0), Cause-Effect(e2,e1) (1), Component-Whole(e1,e2) (2), Component-Whole(e2,e1) (3), Content-Container(e1,e2) (4).

Data Splits

name train test
default 8000 2717

Dataset Creation

Curation Rationale

More Information Needed

Source Data

Initial Data Collection and Normalization

More Information Needed

Who are the source language producers?

More Information Needed

Annotations

Annotation process

More Information Needed

Who are the annotators?

More Information Needed

Personal and Sensitive Information

More Information Needed

Considerations for Using the Data

Social Impact of Dataset

More Information Needed

Discussion of Biases

More Information Needed

Other Known Limitations

More Information Needed

Additional Information

Dataset Curators

More Information Needed

Licensing Information

More Information Needed

Citation Information

@inproceedings{hendrickx-etal-2010-semeval,
    title = "{S}em{E}val-2010 Task 8: Multi-Way Classification of Semantic Relations between Pairs of Nominals",
    author = "Hendrickx, Iris  and
      Kim, Su Nam  and
      Kozareva, Zornitsa  and
      Nakov, Preslav  and
      {'O} S{'e}aghdha, Diarmuid  and
      Pad{'o}, Sebastian  and
      Pennacchiotti, Marco  and
      Romano, Lorenza  and
      Szpakowicz, Stan",
    booktitle = "Proceedings of the 5th International Workshop on Semantic Evaluation",
    month = jul,
    year = "2010",
    address = "Uppsala, Sweden",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/S10-1006",
    pages = "33--38",
}

Contributions

Thanks to @JoelNiklaus for adding this dataset.