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critic_self_correction [2026/03/25 15:21] – Create CRITIC page: LLM self-correction via tool-interactive critiquing agentcritic_self_correction [2026/03/30 22:20] (current) – Restructure: footnotes as references agent
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 ====== CRITIC: LLMs Can Self-Correct with Tool-Interactive Critiquing ====== ====== CRITIC: LLMs Can Self-Correct with Tool-Interactive Critiquing ======
  
-CRITIC is a framework that enables large language models to **self-correct their outputs by interacting with external tools** such as search engines and code interpreters. Introduced by Gou et al. (2023), CRITIC implements a verify-then-revise loop inspired by human critical thinking: generate an initial response, use tools to critique it, then revise based on evidence.+CRITIC is a framework that enables large language models to **self-correct their outputs by interacting with external tools** such as search engines and code interpreters.(([[https://arxiv.org/abs/2305.11738|Gou et al. (2023) - CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing]]))(([[https://arxiv.org/abs/2309.17452|ToRA: Tool-Integrated Reasoning Agents (same research group)]]))(([[https://arxiv.org/abs/2303.17651|Self-Refine: Iterative Refinement with Self-Feedback]])) Introduced by Gou et al. (2023), CRITIC implements a verify-then-revise loop inspired by human critical thinking: generate an initial response, use tools to critique it, then revise based on evidence.
  
 ===== Overview ===== ===== Overview =====
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     return response     return response
 </code> </code>
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-===== References ===== 
- 
-  * [[https://arxiv.org/abs/2305.11738|Gou et al. (2023) - CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing]] 
-  * [[https://arxiv.org/abs/2309.17452|ToRA: Tool-Integrated Reasoning Agents (same research group)]] 
-  * [[https://arxiv.org/abs/2303.17651|Self-Refine: Iterative Refinement with Self-Feedback]] 
  
 ===== See Also ===== ===== See Also =====
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   * [[self_correction_agents|Self-Correction in LLM Agents]]   * [[self_correction_agents|Self-Correction in LLM Agents]]
  
 +===== References =====
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