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cs.AI 1

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2024 1

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CONDITIONAL 1

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PRISM: Efficient Long-Range Reasoning With Short-Context LLMs

cs.AI · 2024-12-25 · conditional · novelty 6.0

PRISM enables short-context LLMs to outperform incremental and hierarchical merging baselines on long-range reasoning with 4 to 50 times shorter contexts and up to 54% lower cost via structured memory, programmatic revisions, and KV cache reuse.

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  • PRISM: Efficient Long-Range Reasoning With Short-Context LLMs cs.AI · 2024-12-25 · conditional · none · ref 6

    PRISM enables short-context LLMs to outperform incremental and hierarchical merging baselines on long-range reasoning with 4 to 50 times shorter contexts and up to 54% lower cost via structured memory, programmatic revisions, and KV cache reuse.