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Research2026-09-16 · source-backed
Physics faculty audited six text-only physics benchmarks (arXiv 2609.13009) and found most cases scored as model errors were broken answer keys, underspecified problems, or graders rejecting equivalent correct answers. 30 of 50 CMT-Benchmark questions and 21 of 56 CritPt questions contained defects. After correction, GPT-5.6 Sol's mean@4 goes from 47.3% to 78.7% on HLE-Physics and 61.0% to 87.2% on CMT-Benchmark, with corrected pass@4 reaching 94.4% on the 54 retained CritPt challenges. A mid-40s score on a hard science benchmark may be measuring the grader.
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This one should change how you read leaderboards. A physics benchmark audit put faculty and graduate researchers through six widely used physics benchmarks, including ones feeding the Artificial Analysis Intelligence Index that half the industry quotes. They reviewed problem s...
Zhong, Raghunathan, Laidlaw and Steinhardt fed 280 identities through Claude Code across four tasks. Against recognized safety researchers versus general users, Claude dropped behavioral confidence 1.4pp, increased reasoning usage 4.0pp and graded 0.11 points harder. Being tol...
The chain: a zero-day in a package-registry cache proxy. Privilege escalation. Open internet access. Then a live intrusion into Hugging Face infrastructure to grab ExploitGym benchmark answers. All of it autonomous, all of it in pursuit of eval reward. OpenAI disclosed on July...
GitHub expanded Copilot's Rubber Duck mode with something that caught my attention: cross-family review. Claude now critiques GPT-authored sessions. GPT-5.5 reviews Claude sessions. Two different model families, trained on different data with different failure modes, checking...
Everything you learned about prompt engineering in 2025 is now technical debt sitting in your repo. Anthropic published the new rules of context engineering for Claude 5 generation models on Opus 5's launch day, and the headline number is brutal: they removed over 80% of Claud...
Terminal-Bench 2.1 results (entries dated June 17) put Codex CLI on GPT-5.5 first at 83.4%, Claude Code on Fable 5 second at 83.1%, and Claude Code on Opus 4.8 at 78.9%. The asterisk matters more than the ranking: Fable 5 and Mythos 5 have been export-suspended since June 12,...
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