Physical-engineering benchmark: Claude Opus 5.5 tops at 48.3%, Grok 4.7 trails at 30.1%

teortaxesTex · x · 2026-10-24

A new benchmark, Physical-Engineering's Last Exam, tests models on real-world engineering tasks: Claude Opus 5.5 leads at 48.3%, followed by GPT 6 Astra (45.8%), Gemini 4 Argon (40.6%), and Grok 4.7 (30.1%), with paper, leaderboard, and code public.

teortaxesTex says the ranking is largely as expected and shares the full leaderboard: Sonnet 5.5 scores 43.5%, GLM 5.2 leads open models at 25.0%, DeepSeek-V4.1-Flash gets 14.4%, and Llama 4 Maverick sits at the bottom with 0.7%. He notes spatially loaded tasks are believed to favor models with high active parameter counts, and is curious how upcoming V4.1 and K3.1 will fare.

Related event: Google's PLE Benchmark: No Frontier Model Reaches 50% on Real Engineering Tasks(4 posts)→

Original post →

More from Models

Models channel →