Tag: Large Language Model

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

• Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst

  Published: 23 May, 2025 |  at  11:16 AM

  

  93.01 🤔

  本文提出自推理语言模型（SRLM），通过少量推理催化数据引导模型自生成更长推理链并迭代自训练，在多个推理基准上实现平均 +2.5 个百分点的性能提升，展现了探索深度和创造性推理路径的潜力。

• Seek in the Dark: Reasoning via Test-Time Instance-Level Policy Gradient in Latent Space

  Published: 22 May, 2025 |  at  11:16 AM

  

  92.95 🤔

  本文提出 LATENTSEEK 框架，通过在潜在空间中基于策略梯度的测试时实例级适应（TTIA），显著提升大型语言模型的推理能力，同时探索测试时扩展的新方向。

• Enabling Flexible Multi-LLM Integration for Scalable Knowledge Aggregation

  Published: 4 Jun, 2025 |  at  11:27 AM

  

  92.94 🤔

  本文提出了一种动态整合框架，通过自适应选择网络和动态加权融合策略从多个LLM中聚合知识，显著提升性能并减少50%的知识干扰，同时保持计算效率。

• Local Mixtures of Experts: Essentially Free Test-Time Training via Model Merging

  Published: 23 May, 2025 |  at  11:15 AM

  

  92.79 🤔

  本文提出测试时模型合并（TTMM）方法，通过在训练时预训练大量专家模型并在测试时动态合并参数，以几乎无测试时开销的方式逼近测试时训练（TTT）的语言建模性能。

• Multilingual Performance of a Multimodal Artificial Intelligence System on Multisubject Physics Concept Inventories

  Published: 16 May, 2025 |  at  11:10 AM

  

  92.78 🤔

  This exploratory study evaluates GPT-4o's multilingual and multimodal performance on physics concept inventories, revealing strong results in English and text-based tasks but significant weaknesses in visual interpretation and non-Western languages, highlighting implications for equitable AI integration in education.