Ladders of Thought: A Self-Evolving Curriculum of Progressively Simplified Reasoning Traces
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 distillation (KD). We present Ladders-of-Thought (LoT), a framework that improves reasoning by combining progressive question rewrites with a se...
Ming-Hui Liu, Thomas Magelinski, De-Hao Yuan et al.
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