Tag: Knowledge Assimilation

All the articles with the tag "Knowledge Assimilation".

• Learning Like Humans: Advancing LLM Reasoning Capabilities via Adaptive Difficulty Curriculum Learning and Expert-Guided Self-Reformulation

  Published: 17 May, 2025 |  at  11:01 AM

  

  85.16 🤔

  This paper introduces Adaptive Difficulty Curriculum Learning (ADCL) and Expert-Guided Self-Reformulation (EGSR) to enhance LLM reasoning by dynamically adjusting training curricula and guiding models to reformulate expert solutions, achieving significant performance improvements over standard RL baselines on mathematical reasoning benchmarks.