Papers with Prolog interpreters
Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs (2025.findings-naacl)
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| Challenge: | a new framework for complex reasoning with LLMs is developed to improve reasoning proof accuracy and interpretability. |
| Approach: | They propose to use LLMs to generate search logs that can be interpreted into human-readable reasoning proofs. |
| Outcome: | The proposed framework improves reasoning accuracy but lacks interpretability due to black-box nature of the solvers. |