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Hailong Yang

2 accepted papers

2025

Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models

NAACL 2025long

Large Language Models (LLMs) have demonstrated remarkable capabilities across various tasks but their performance in complex logical reasoning tasks remains unsatisfactory. Although some prompting methods, such as Chain-of-Thought, can improve the reasoning ability of LLMs to some extent, they suffe…

Cited by 9SourcePDFScholar
2025

Pre3: Enabling Deterministic Pushdown Automata for Faster Structured LLM Generation

ACL 2025long

Extensive LLM applications demand efficient structured generations, particularly for LR(1) grammars, to produce outputs in specified formats (e.g., JSON). Existing methods primarily parse LR(1) grammars into a pushdown automaton (PDA), leading to runtime execution overhead for context-dependent toke…