Papers by Marie-Catherine De Marneffe
VariErr NLI: Separating Annotation Error from Human Label Variation (2024.acl-long)
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| Challenge: | Existing work on label variation and annotation errors has focused on them in isolation. |
| Approach: | They propose a 2-round annotation procedure to separate human label variation from annotation errors by pairing valid explanations with annotators' validations. |
| Outcome: | The proposed procedure is based on the NLI task in English and contains 7,732 valid judgements on 1,933 explanations for 500 re-annotated items. |