Papers by Qiuyan Yan
Minimal Free Resolution Guided Adaptive Tree Reasoning (2026.acl-long)
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| Challenge: | Existing approaches to building dynamic reasoning trees rely on manual decomposition patterns and subproblems. |
| Approach: | They propose a hierarchical reasoning framework based on MFR theory that supports adaptive reasoning trees and reliable error correction within a single LLM. |
| Outcome: | The proposed framework significantly reduces logical errors and improves reasoning accuracy compared to the Chain-of-Thought, Decompose–Analyze–Rethink and Tree-of–Though. |