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If the score ≥ 7, the protocol accepts the current answer and early-stops

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Haiku to Opus in Just 10 bits: LLMs Unlock Massive Compression Gains

cs.LG · 2026-02-09 · unverdicted · novelty 7.0

An interactive QA protocol lets a small LLM recover 23-72% of the capability gap to a large model using 10 yes/no answers, achieving compression ratios of 0.0006-0.004, over 100x better than prior LLM compression methods.

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  • Haiku to Opus in Just 10 bits: LLMs Unlock Massive Compression Gains cs.LG · 2026-02-09 · unverdicted · none · ref 6

    An interactive QA protocol lets a small LLM recover 23-72% of the capability gap to a large model using 10 yes/no answers, achieving compression ratios of 0.0006-0.004, over 100x better than prior LLM compression methods.