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Lange and colleagues with LLMs: robustly evaluated GPU-kernel search

Reported result · significance if the exact claim is established

If verified · conditional significanceClaim scope and evidenceReported result · not independently verified.
If verified · reference score35,000Editorial revision range 15,000–80,000. Not a statistical interval. Included in rankings as an unverified reported result; excluded from achieved-science progress totals.

Provisional assessment of the stated contribution scope. Scientific evidence and contributor attribution are separate.

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What is claimed?

Combined language-model translation, evolutionary kernel search, model-based pre-screening and GPU profiling with a benchmark varying initialization and input settings, reporting optimized forward and backward kernels while exposing inflated gains from benchmark loopholes. Reported result; not independently verified by WRS. Ranked using a provisional grade and reference estimate for the exact claimed result.

Scientific scope

Model-based soft verification is a fallible filter, not formal proof; hardware comparisons still test finite inputs and tolerances. Speedups depend on baseline, shape and GPU, and backward kernels remain harder. Removing contaminated tasks substantially reduces headline gains.

Evidence state

The source reports this result. WRS has not independently reconstructed the complete argument or validated the reported evidence. The grade and score here express conditional significance; they do not certify correctness. The provisional value enters the main reference rankings with an unverified label, but not achieved-science progress totals.

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