Papers with TIM
From Proof to Program: Characterizing Tool-Induced Reasoning Hallucinations in Large Language Models (2026.acl-long)
Copied to clipboard
| Challenge: | Tool-augmented Language Models can invoke external tools to solve problems beyond their parametric capacity. |
| Approach: | They propose a preference-optimization-based framework that realigns TaLMs to use tool outputs as assistive evidence. |
| Outcome: | The proposed framework improves accuracy and reasoning depth under tool use. |