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The Lighthouse of Language: Enhancing LLM Agents via Critique-Guided Improvement

arXiv — cs.CL•Tuesday, October 28, 2025 at 4:00:00 AM
PositiveArtificial Intelligence
Recent advancements in large language models (LLMs) have enabled them to evolve from simple text-based assistants to sophisticated autonomous agents that can plan and reason. This transformation is significant because it allows for iterative improvements in their actions. The study highlights the importance of natural language feedback over numerical rewards, as it offers richer context and actionable suggestions, ultimately enhancing the performance of these models. This shift could lead to more effective and intuitive interactions with AI, making technology more accessible and useful for everyone.
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