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cs.CL2026
DALM: A Domain-Algebraic Language Model via Three-Phase Structured Generation
Chao Li
Large language models compress heterogeneous knowledge into a single parameter space, allowing facts from different domains to interfere during generation. We propose DALM, a Domai…
cs.CL2026
Think Less, Know More: State-Aware Reasoning Compression with Knowledge Guidance for Efficient Reasoning
Yi Sui, Chaozhuo Li, Dawei Song
Large Reasoning Models (LRMs) achieve strong performance on complex tasks by leveraging long Chain-of-Thought (CoT), but often suffer from overthinking, leading to excessive reason…