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      <title>Don’t Run the Whole Model Yet: ECHO Reallocates Verification Across Transformer Depth</title>
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      <description>ECHO shows how speculative decoding can shift more verification work into cheaper early Transformer layers while keeping final-layer decisions authoritative.</description>
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