Papers by Mandar Chaudhary
Multilevel Heuristics for Rationale-Based Entity Relation Classification in Sentences (C18-1)
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| Challenge: | Existing generative networks for rationale extraction have a trade-off between extracting diversified rationales and achieving good classification results. |
| Approach: | They propose a multilevel heuristic approach to regulate rationale extraction to avoid extracting monotonous rationales without compromising classification performance. |
| Outcome: | The proposed approach improves classification performance and interpretability 20% compared to state-of-the-art approaches. |