Papers with RDTE-oriented entailment classifier
Enhancing Systematic Decompositional Natural Language Inference Using Informal Logic (2024.emnlp-main)
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Nathaniel Weir, Kate Sanders, Orion Weller, Shreya Sharma, Dongwei Jiang, Zhengping Jiang, Bhavana Dalvi Mishra, Oyvind Tafjord, Peter Jansen, Peter Clark, Benjamin Van Durme
| Challenge: | Recent language models allow structured reasoning with text, but lack of a clear protocol for discerning entailment causes noisy datasets and limited performance gains. |
| Approach: | They propose a consistent approach to annotating decompositional entailment and evaluate its impact on LLM-based textual inference. |
| Outcome: | The proposed approach has higher internal consistency than prior decompositional entailment datasets and significantly improves proof quality and accuracy. |