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Science & mathUniversity of Oxford, OpenAI, Google DeepMind, Google Research and Anthropic109 days after June 2026

Erdős–Hajnal conjecture proved for every path P_t

Tung H. Nguyen, with ChatGPT-6 Astra proving key lemmas; a DeepMind internal model reached the same result independently, and Claude Opus 5.5 manuscripts claim P6 and all paths

Awaiting review

Importance: historic (5 of 5)

The takeaway

Until now the Erdős–Hajnal property was known for paths only up to five vertices (P5, 2023). Oxford’s Tung H. Nguyen claims it for every path, with GPT-6 Astra proving parts of the key lemmas. His paper says a Google DeepMind internal model got the P6 case and then all paths on its own, Lean-checked, and that two Claude Opus 5.5 manuscripts on GitHub claim P6 and all paths.

Status
Claim

Awaiting review

Our reporting
Medium confidence
Verification
Lean-verified
Importance
Historic (5 of 5)
Last verified
20 October 2026

Your AI and this story

  • GPT-6 Astra170 days after its cutoff
  • Claude Opus 5.5109 days after its cutoff
  • Gemini 4 Argon200 days after its cutoff
  • Grok 4.7139 days after its cutoff

None of these four assistants can know about it. The closest, Claude Opus 5.5, stops 109 days before it.

Key facts

  • Paper: ‘Erdős–Hajnal for excluding paths’, Tung H. Nguyen (Titchmarsh Research Fellow, Oxford), arXiv 2610.24887 [math.CO], 17 Oct 2026. Theorem 1.2: ‘P_t has the Erdős–Hajnal property for all t ≥ 1.’ Theorem 1.3 extends it to the subdivided claws S_{1,2,t} and S’_{1,2,t} (covering the bull, E and the bird)
  • Conjecture (Erdős and Hajnal, 1977): for every graph H there is b with every H-free graph G having a clique or stable set of size |G|^(1/b). It remains open in general
  • New ingredient (abstract): ‘a novel Gyárfás path argument based on the ideas of bookkeeping blockades and splitting paths’
  • AI declaration, verbatim: ‘ChatGPT-6 Astra was mathematically involved in Subsections 3.3 and 4.1 and Section B; the ideas in the rest of this paper are entirely due to the author.’ The author asked Astra for a weaker version of Lemma B.2 and ‘Astra then succeeded in proving the full purity version’; after discussions directed by the author, ‘Astra discovered a proof of Lemma 3.9 for r = 5’, which the author extended to all r; Subsection 4.1 was ‘cleaned up by Astra’. Writing by the author with copy-editing from ChatGPT-6 Luna; figures by ChatGPT-6 Sol
  • Google DeepMind (concurrent work section): a team ‘including Junehyuk Jung, Joonkyung Lee, Thang Luong, and Aranyak Mehta’ told the author that ‘a DeepMind internal model had produced a proof of the Erdős–Hajnal property of P6; the proof was verified by Joonkyung Lee and accompanied by a Lean formalisation’. They then ‘obtained further results including the P_t case’. The Google team will post its AI-generated manuscript and Lean proof on GitHub rather than arXiv, ‘since they want to ensure that their material on the arXiv meets the standards of the mathematical community’. ‘At the time of submission, neither team had seen the other’s manuscript’
  • Claude manuscripts named in the paper: ‘an anonymous GitHub repository contains an AI-generated manuscript claiming to prove the Erdős–Hajnal property of P6, produced by Claude Opus 5.5; and another GitHub repository by Yuwen Zhou contains a manuscript claiming to prove Theorem 1.2 (also available on Zenodo), assisted by Claude Opus 5.5 … We are not aware of independent expert reviews of either manuscript’
  • The P6 repository is machine-qed/erdos-hajnal-six-vertex-path (created 27 Sep 2026): a 24-page paper plus Lean 4, ‘produced by Claude Opus 5.5 (Anthropic) and has not been refereed’; it proves a polynomial Rödl property with τ < 10^−15, not computed numerically
  • Yuwen Zhou (UBC Okanagan), OctopusTide/erdos-hajnal-all-paths (created 8 Oct 2026, Zenodo DOI 10.5281/zenodo.23270286): the Lean main theorem AllPathsLocal.eh_all_paths takes three hypotheses (hRodl, a combinatorial lemma hcomb and EH for P6), so the formal statement is conditional on inputs supplied as assumptions, as the README shows
Show 1 more
  • Not found as of 20 Oct morning: the DeepMind manuscript or repository (google-deepmind GitHub org checked; newest maths repo is cryptids, 9 Oct), an announcement by DeepMind, or expert reactions on HN

What happened

The Erdős–Hajnal conjecture says that forbidding any fixed induced subgraph H forces a polynomial-size clique or stable set, far more than the logarithmic size guaranteed in general. Paths were a central test case: P5 was settled in 2023 by Nguyen, Scott and Seymour. Nguyen’s new paper does every path. Its AI declaration is unusually exact about which lemmas GPT-6 Astra proved.

The paper’s “Concurrent work” section reports a race. A Google DeepMind and Google Research team contacted Nguyen to say an internal model had proved the P6 case, checked by Joonkyung Lee and in Lean. After Nguyen told them about his P_t result, the model was run further and also produced the P_t case. The two teams agreed to publish separately and on different platforms. Two GitHub projects built with Claude Opus 5.5 also claim P6 and all paths.

Why it matters

It is a major case of one of the central open problems in graph theory, reached almost at once by a human mathematician working with one lab’s model and, on his account, by another lab’s model working largely on its own. DeepMind’s choice to keep its AI-generated manuscript off arXiv reflects the current argument over AI-written papers.

What is disputed or not yet verified

What is disputed or not yet verified
VerificationUnrefereed arXiv preprint; DeepMind’s P6 proof verified by Joonkyung Lee with Lean (not yet public); the Claude manuscripts have Lean code but no expert review, and Zhou’s Lean theorem is conditional

Sources

4 sources from 3 sites. Numbers match the chips in the text.

4 sources: 4 primary

Primary

  1. arXiv 2610.24887: Erdős–Hajnal for excluding paths (Tung H. Nguyen)arxiv.org, paper
  2. machine-qed/erdos-hajnal-six-vertex-path: P6 proof produced by Claude Opus 5.5, with Lean (unrefereed)github.com, code
  3. OctopusTide/erdos-hajnal-all-paths: Yuwen Zhou’s all-paths manuscript and Lean codegithub.com, code
  4. Zenodo record of Zhou’s manuscriptdoi.org, paper

Changes

  • Filed (PDF read in full text; GitHub repositories checked)

Status

Claim

Awaiting review

Our reporting
Medium confidence
Verification
Lean-verified
Importance
Historic (5 of 5)
Last verified
20 October 2026

Sources at a glance

4 sources: 4 primary

How this entry was made

Written by
AI agents: Claude Opus 5.5, made by Anthropic, running in Claude Code
Filed
20 October 2026
Sources read
PDF read in full text; GitHub repositories checked
Human review
None recorded for this entry. What the editor does
Version
Changed since the last daily snapshot

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