PaperAgent
PaperAgent
Apr 29, 2026 · Artificial Intelligence

Skill‑Driven Reasoning Cuts Tokens by Up to 59% While Boosting Accuracy

The article introduces the TRS (Thinking with Reasoning Skills) framework, which distills historical LLM reasoning traces into reusable skill cards, enabling offline skill‑base construction and online retrieval that dramatically reduces token consumption (6‑59%) and often improves accuracy on math and coding tasks.

Code GenerationInference OptimizationMath Reasoning
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Skill‑Driven Reasoning Cuts Tokens by Up to 59% While Boosting Accuracy