22 citations · 85 across the 18 of their papers we have counts for
3 papers · 1 filter
Revealing Algorithmic Deductive Circuits for Logical Reasoning
Phuong Minh Nguyen, Tien Huu Dang, Naoya Inoue
Recent studies have shown that Large Language Models (LLMs) can achieve strong reasoning performance by incorporating functional symbolic representations that abstractly describe g…
Improving Chain-of-Thought for Logical Reasoning via Attention-Aware Intervention
Nguyen Minh Phuong, Dang Huu Tien, Naoya Inoue
Modern logical reasoning with LLMs primarily relies on employing complex interactive frameworks that decompose the reasoning process into subtasks solved through carefully designed…
Non-Interactive Symbolic-Aided Chain-of-Thought for Logical Reasoning
Phuong Minh Nguyen, Tien Huu Dang, Naoya Inoue
This work introduces Symbolic-Aided Chain-of-Thought (CoT), an improved approach to standard CoT, for logical reasoning in large language models (LLMs). The key idea is to integrat…