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IC-1308
Dynamic retrieval-based few-shot prompting substantially improves released LLMs' code optimization, with GPT-4-0613 reaching 76.07% optimization rate and 3.93x speedup (best@8), exceeding the 3.66x human reference
[supporting]
IC-1577
Base LLMs prompted with URiAL (3 restyled in-context examples + system prompt) match or surpass their SFT/RLHF-aligned counterparts on multi-aspect evaluation
[supporting]