Papers with introspective revision
Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference (2022.tacl-1)
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| Challenge: | a neural network model for natural language inference (NLI) is proposed. |
| Approach: | They propose a neuro-symbolic natural logic framework based on reinforcement learning with introspective revision that rewards specific reasoning paths through policy gradients. |
| Outcome: | The proposed model shows superior capability in monotonicity inference, generalization, and interpretability compared with previous models on the existing datasets. |