STACK reduces average reasoning response length by 59.9% and raises accuracy by 4.8 points over prior methods on three math benchmarks via state-aware compression, knowledge guidance, and early stopping.
Auditing meta-cognitive hallucinations in reason- ing large language models,
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Think Less, Know More: State-Aware Reasoning Compression with Knowledge Guidance for Efficient Reasoning
STACK reduces average reasoning response length by 59.9% and raises accuracy by 4.8 points over prior methods on three math benchmarks via state-aware compression, knowledge guidance, and early stopping.
- Enhancing LLM Metacognition via Cognitive Pairwise Training