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News/Targeted Retrieval, Compact Representations: How CoT Reasoning Improves Long-Context Counting
arxiv
PublishedOctober 1, 2026 at 4:00 AM

Targeted Retrieval, Compact Representations: How CoT Reasoning Improves Long-Context Counting

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arXiv:2609.38958v1 Announce Type: new Abstract: Large language models (LLMs) have been rapidly improving in long-context tasks, powered by Chain-of-Thought (CoT) reasoning. However, the internal mechanisms underlying this improvement remain unclear. We investigate these mechanisms through a needle-i

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