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Evaluation sources

FrontierMath v2 · Tiers 1–3

Epoch AI / Reasoning · Research-level mathematical reasoning

Official evaluation
Across NexGateHub AI News Ranked
Evidence budget3.6%
Upstream data time10/16 02:52
Last successful sync10/18 14:05

What it measures and how

Only v2 Tiers 1–3 are used. Earlier questions and Tier 4 are excluded from this metric.

How this evidence is used

Ranked; related question families share a fixed budget.

Evaluation results

Fixed rules select one representative configuration per public model. Anonymous test models are omitted. Original ranks are retained, with up to 30 models per evaluation.

Source rankSource model nameRaw resultRepresentative configuration
1gpt-6.1-sol_maxopenai93.7%Max reasoning
1gpt-6-astra_maxOpenAI93.7%Max reasoning
3claude-opus-5-5_maxAnthropic91.2%Max reasoning
4claude-fable-5-1_maxAnthropic90.2%Max reasoning
5gpt-6-sol_maxOpenAI89.8%Max reasoning
6gpt-5.6-sol_maxOpenAI89.1%Max reasoning
7claude-sonnet-5-5_maxanthropic88.8%Max reasoning
8gpt-5.5-pro_xhighOpenAI87.7%xHigh reasoning
9claude-fable-5_maxAnthropic87.0%Max reasoning
10gpt-5.6-terra_maxOpenAI86.0%Max reasoning
10gemini-4-argon_highgoogle86.0%High reasoning
12claude-opus-5_maxAnthropic85.6%Max reasoning
13gpt-5.5_xhighOpenAI85.3%xHigh reasoning
14gpt-5.4-pro-2026-03-05_xhighOpenAI82.5%xHigh reasoning
15muse-wonder-1.0_max—82.1%Max reasoning
15gpt-5.6-luna_maxOpenAI82.1%Max reasoning
17claude-opus-4-8_maxAnthropic80.0%Max reasoning
18gpt-6-luna_maxOpenAI78.9%Max reasoning
19gpt-5.4-2026-03-05_xhighOpenAI78.6%xHigh reasoning
20claude-haiku-5-5_max—75.1%Max reasoning
21qwen3.8-max_xhighAlibaba74.7%xHigh reasoning
23muse-spark-1.3_maxMeta74.0%Max reasoning
24gpt-5.2-pro-2025-12-11_xhighOpenAI74.0%xHigh reasoning
25kimi-k3_maxMoonshot AI72.2%Max reasoning
26gemini-3.7-flash_highGoogle71.6%High reasoning
27claude-opus-4-7_maxAnthropic70.2%Max reasoning
28Muse-Spark-Open-816B-A42B_xhighMeta AI69.8%xHigh reasoning
29glm-5.3_maxZ.ai68.8%Max reasoning
30gemini-3.8-flash_highGoogle68.4%High reasoning
31gpt-5.2-2025-12-11_xhighOpenAI67.4%xHigh reasoning
Evaluation limits & attribution

Ranked; related question families share a fixed budget.

Data license: CC BY 4.0 · Epoch AI's own evaluation data.

Results are published by Epoch AI. Original scores and the NexGateHub consensus index use different scales and cannot be added directly.