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Softcot: Soft chain-of-thought for efficient reasoning with llms

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Latent Abstraction for Retrieval-Augmented Generation

cs.CL · 2026-04-20 · unverdicted · novelty 7.0

LAnR unifies retrieval-augmented generation inside a single LLM by deriving dense retrieval vectors from a [PRED] token's hidden states and using entropy to adaptively stop retrieval, outperforming prior RAG on six QA benchmarks with better efficiency.

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  • Latent Abstraction for Retrieval-Augmented Generation cs.CL · 2026-04-20 · unverdicted · none · ref 43

    LAnR unifies retrieval-augmented generation inside a single LLM by deriving dense retrieval vectors from a [PRED] token's hidden states and using entropy to adaptively stop retrieval, outperforming prior RAG on six QA benchmarks with better efficiency.