OpenAI publishes ‘Early science acceleration experiments with GPT-5’
Including four new math results
Result confirmed
The takeaway
On 20 Nov 2025 OpenAI and academic co-authors, including Timothy Gowers, released case studies of GPT-5 contributing to research in maths, physics, astronomy, computer science, biology and materials science.
Status
- Claim
Result confirmed
- Our reporting
- High confidence
- Verification
- Expert-checked
- Importance
- 3 of 5
- Last verified
- 29 September 2026
Your AI and this story
- GPT-6 AstraIn its training data
- Claude Opus 5.5In its training data
- Gemini 4 HydrogenIn its training data
- Grok 4.7In its training data
It happened before the cutoffs of all four assistants, so it can be in their training data.
Key facts
- arXiv 2511.16072; authors include Sébastien Bubeck, Timothy Gowers, Alex Lupsasca, Mehtaab Sawhney, Mark Sellke, Derya Unutmaz, Kevin Weil
- Four new maths results verified by humans, including an Erdős-problem result by Sawhney and Sellke with GPT-5
- Physics: GPT-5 Pro re-derived Lupsasca’s hidden SL(2,R) symmetries of the Kerr black-hole wave equation, a rediscovery of a known result that needed a warm-up prompt
- Biology: from an unpublished chart, GPT-5 Pro proposed a mechanism (IL-2 interference) for how brief 2-deoxyglucose exposure pushes CD4+ T cells toward a Th17-like state, and correctly predicted a held-out experiment in Derya Unutmaz’s lab
- Collaborators came from Vanderbilt, UC Berkeley, Columbia, Oxford, Cambridge, LLNL and the Jackson Laboratory
What happened
A month after an embarrassing overclaim about Erdős problems, OpenAI published a more careful, multi-author record of where GPT-5 had actually helped working scientists, and where it failed.
Why it matters
It marked a shift from benchmark claims to documented research contributions, and set the template for OpenAI’s 2026 “OpenAI for Science” results.
Sources
4 sources from 3 sites. Numbers match the chips in the text.
4 sources: 4 primary
Primary
- Early science acceleration experiments with GPT-5 (arXiv 2511.16072)arxiv.org, paper
- OpenAI: Accelerating science with GPT-5openai.com, official
- Alex Lupsasca on GPT-5 Pro and black-hole symmetries (OpenAI Academy)academy.openai.com, official
- OpenAI: GPT-5 and an immunology mysteryopenai.com, official
Changes
- Filed