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Yale physicists re-grade physics benchmarks, find GPT-6 Astra was underrated

A new paper had Yale physicists manually re-grade frontier models' failures on major physics benchmarks and found many were caused by flawed questions and grading, with scores rising sharply once corrected.

Chris
@ChrisGPTArchived 2026.09.16Originally posted 2026.09.16
Yale physicists re-grade physics benchmarks, find GPT-6 Astra was underrated
Chris @ChrisGPTOriginally posted 2026.09.16
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Ever since Artificial Analysis pinned GPT-6 Astra below many others we all felt something was wrong, now we may have evidence. A new paper had Yale physicists manually re-grade the supposed failures of frontier models across major physics benchmarks, and found that a huge amount of the problem was actually the benchmark/grading itself, not the models. This is something @tszzl and many other lab employees note. Once the broken questions and grading were corrected, frontier models nearly saturated several of these benchmarks. GPT-5.6 Sol for example jumps from 47.3% to 78.7% on HLE-Physics mean@4, and hits 94.4% pass@4 on corrected CritPt. This is a pretty brutal indictment of the index and I hope they are able to look into these results!

This post quotes another post: x.com/zeyiandyliu/status/2099559337299443956

x.com/chrisgpt/status/2099984754607108210Archived 2026.09.16 10:18