Ladders of Thought: A Self-Evolving Curriculum of Progressively Simplified Reasoning Traces

Minghui Liu, Thomas Magelinski, Dehao Yuan +2

Large language models (LLMs) excel at reasoning when scaled to hundreds of billions of parameters, but small- and mid-scale models remain brittle reasoners even with knowledge dist…