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Evaluation sources

FrontierMath v2 · Tier 4

Epoch AI / Reasoning · More difficult mathematical research problems

Official evaluation
Across NexGateHub AI News Ranked
Evidence budget1.2%
Upstream data time10/16 02:52
Last successful sync10/18 14:05

What it measures and how

Tier 4 is stored separately and shares the mathematics budget with Tiers 1–3. Sampling uncertainty is retained.

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_maxopenai100.0%Max reasoning
2gpt-6-astra_maxOpenAI97.6%Max reasoning
6claude-opus-5-5_maxAnthropic95.0%Max reasoning
7claude-fable-5_maxAnthropic90.2%Max reasoning
8gpt-6-sol_maxOpenAI90.0%Max reasoning
9claude-fable-5-1_maxAnthropic87.8%Max reasoning
11gpt-5.6-sol_maxOpenAI82.9%Max reasoning
13claude-sonnet-5-5_maxanthropic80.5%Max reasoning
15gemini-4-argon_highgoogle78.0%High reasoning
15gpt-5.5-pro_xhighOpenAI78.0%xHigh reasoning
18claude-opus-5_maxAnthropic73.2%Max reasoning
19gpt-5.5_xhighOpenAI72.5%xHigh reasoning
20gpt-5.6-terra_maxOpenAI70.7%Max reasoning
20muse-wonder-1.0_max—70.7%Max reasoning
22gpt-5.6-luna_maxOpenAI61.0%Max reasoning
23gpt-5.4-pro-2026-03-05_xhighOpenAI58.5%xHigh reasoning
24claude-opus-4-8_maxAnthropic56.1%Max reasoning
24gpt-6-luna_maxOpenAI56.1%Max reasoning
26gpt-5.4-2026-03-05_xhighOpenAI49.0%xHigh reasoning
27muse-spark-1.3_maxMeta46.3%Max reasoning
27qwen3.8-max_xhighAlibaba46.3%xHigh reasoning
27claude-haiku-5-5_max—46.3%Max reasoning
30gpt-5.2-pro-2025-12-11_xhighOpenAI46.0%xHigh reasoning
32kimi-k3_maxMoonshot AI39.0%Max reasoning
33gemini-3.7-flash_highGoogle36.6%High reasoning
34qwen3.8-max-0902_xhighAlibaba34.1%xHigh reasoning
34qwen3.7-maxAlibaba34.1%Source default
36Muse-Spark-Open-816B-A42B_xhighMeta AI31.7%xHigh reasoning
36claude-opus-4-7_maxAnthropic31.7%Max reasoning
36grok-4.6_xhighxAI31.7%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.