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Datasets with Explanations
Xanh Ho edited this page Apr 20, 2020
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- Introspective Explanation: how a decision is made
- Justification Explanation: collections of evidence to support the decision
- Following Danqi Chen, we have four answer types:
- Cloze test
- Multiple choice
- Span extraction
- Free answering
| Year | Dataset | Task | Size | Source | Web/Paper | Answer type | Explanation type | Similar datasets |
|---|---|---|---|---|---|---|---|---|
| 2019 | RC-QED | RC | 12k | Wikipedia | web, paper | Multiple choice | Justification and Introspective | HotpotQA |
| 2019 | CoS-E | QA | 19k | web, paper | Multiple choice | Introspective | ||
| 2018 | HotpotQA | RC | 113k | Wikipedia | web, paper | Span extraction | Justification | |
| 2018 | FEVER | Fact checking | 185k | Wikipedia | web, paper | Justification | ||
| 2016 | Science exam QA | QA | 363 | paper | Multiple choice | Introspective |