Tag: Large Language Model

All the articles with the tag "Large Language Model".

• Waking Up an AI: A Quantitative Framework for Prompt-Induced Phase Transition in Large Language Models

  Published: 7 May, 2025 |  at  09:31 AM

  

  64.57 🤔

  本文提出了一种双重提示框架（TIP和TQP）来量化大型语言模型（LLMs）的认知相变，发现LLMs对概念融合提示的情感反应与人类直觉差异显著，揭示了AI与人类认知在概念整合上的潜在鸿沟。

• Toward Reasonable Parrots: Why Large Language Models Should Argue with Us by Design

  Published: 12 May, 2025 |  at  11:08 AM

  

  64.27 🤔

  This position paper advocates for redesigning Large Language Models as 'reasonable parrots' that integrate argumentation theory principles to foster critical thinking through multi-persona dialogues, challenging users with diverse perspectives rather than providing one-sided answers.

• SAGE: A Framework of Precise Retrieval for RAG

  Published: 4 May, 2025 |  at  04:27 PM

  

  64.13 🤔

  本文提出SAGE框架，通过语义分割、基于梯度的块选择和LLM自反馈机制，提高RAG系统的检索精度和问答性能，同时显著降低成本。

• The Promise and Limits of LLMs in Constructing Proofs and Hints for Logic Problems in Intelligent Tutoring Systems

  Published: 13 May, 2025 |  at  11:09 AM

  

  63.17 🤔

  This paper evaluates LLMs in intelligent tutoring systems for propositional logic, demonstrating DeepSeek-V3's promising accuracy in proof construction (up to 86.7%) and hint generation (75%), but reveals significant pedagogical limitations in justification and subgoaling, necessitating hybrid approaches for educational integration.

• MAC-Tuning: LLM Multi-Compositional Problem Reasoning with Enhanced Knowledge Boundary Awareness

  Published: 4 May, 2025 |  at  04:32 PM

  

  63.08 🤔

  本文提出MAC-Tuning方法，通过分步微调分离答案预测和置信度估计，提升LLMs在多问题设置下的知识边界意识，显著减少幻觉并改善性能。