Tag: Symbolic Reasoning

All the articles with the tag "Symbolic Reasoning".

• To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning

  Published: 12 May, 2025 |  at  11:18 AM

  

  80.55 🤔

  This paper demonstrates through meta-analysis and experiments that Chain-of-Thought (CoT) prompting significantly enhances large language model performance on math and symbolic reasoning tasks, but offers limited benefits for non-symbolic tasks and underperforms compared to tool-augmented approaches.

• CRANE: Reasoning with constrained LLM generation

  Published: 9 May, 2025 |  at  11:08 AM

  

  61.03 🤔

  This paper introduces CRANE, a reasoning-augmented constrained decoding algorithm that alternates between unconstrained and constrained generation to preserve LLM reasoning capabilities while ensuring syntactic correctness, achieving up to 10% accuracy improvement on symbolic reasoning benchmarks like GSM-Symbolic and FOLIO.