Empirical study finds output-space allocation cost in ROCKET yields +0.8 pp accuracy but +16% perplexity on Qwen3-8B at 50% compression versus weight-space cost, with near-identical results at 20% compression on Llama-3.2-1B due to >0.99 error correlation.
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Output-Space Allocation Costs for Calibration-Guided LLM Compression: An Empirical Study
Empirical study finds output-space allocation cost in ROCKET yields +0.8 pp accuracy but +16% perplexity on Qwen3-8B at 50% compression versus weight-space cost, with near-identical results at 20% compression on Llama-3.2-1B due to >0.99 error correlation.