README.md

metadata

license: mit
task_categories:
  - text-classification
language:
  - en
tags:
  - rationale-extraction
  - reasoning
  - nli
  - fact-checking
  - explainability
pretty_name: spanex
size_categories:
  - 1K<n<10K

SpanEx consists of 7071 instances annotated for span interactions. SpanEx is the first dataset with human phrase-level interaction explanations with explicit labels for interaction types. Moreover, SpanEx is annotated by three annotators, which opens new avenues for studies of human explanation agreement -- an understudied area in the explainability literature. Our study reveals that while human annotators often agree on span interactions, they also offer complementary reasons for a prediction, collectively providing a comprehensive set of reasons for a prediction. We collect explanations of span interactions for NLI on the SNLI dataset and for FC on the FEVER dataset.

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configs: - config_name: snli_extended data_files: - split: test path: snli_extended.jsonl - config_name: fever_extended data_files: - split: test path: fever_extended.jsonl - config_name: snli data_files: - split: test path: snli.jsonl - config_name: fever data_files: - split: test path: fever.jsonl