Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference
AbstractWe introduce a neuro-symbolic natural logic framework based on reinforcement learning with introspective revision. The model samples and rewards specific reasoning paths through policy gradient, in which the introspective revision algorithm modifies intermediate symbolic reas...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
The MIT Press
2022-01-01
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| Series: | Transactions of the Association for Computational Linguistics |
| Online Access: | https://direct.mit.edu/tacl/article/doi/10.1162/tacl_a_00458/110011/Neuro-symbolic-Natural-Logic-with-Introspective |