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SubFit reveals that compressing LLMs at the submodule level can dramatically enhance performance, achieving better accuracy retention and lower perplexity than conventional layer-based methods.
Forget perplexity – ZipCal uses Zipf's law to curate calibration data for LLM compression, matching state-of-the-art performance at 240x the speed.