isitsota / categories / Math
Reasoning / knowledge · Oct 13, 2026
Who is SOTA in Math?
Gemini 3.1 Pro Preview & GPT-5.4 Pro & Muse Spark
Research-math and contest-math evidence. FrontierMath is preferred over saturated high-school sets. As of Oct 13, 2026, Gemini 3.1 Pro Preview & GPT-5.4 Pro & Muse Spark share Math. Gemini 3.1 Pro Preview is tied for SOTA in Math with GPT-5.4 Pro, Muse…
Standings · overall
The board
| # | Model | State | Confidence |
|---|---|---|---|
| 1 | OGPT-6 Astra OpenAI | Not SOTA · #1 | medium |
| 2 | AClaude Fable 5.1 Anthropic | Near-SOTA | medium |
| 3 | GGemini 3.1 Pro Preview Google DeepMind | Co-SOTA | medium |
| 4 | GGemini 3.8 Flash Google DeepMind | Not SOTA · #4 | medium |
| 5 | OGPT-5.4 Pro OpenAI | Co-SOTA | medium |
| 6 | MMuse Spark Meta | Co-SOTA | medium |
| 7 | GGemini 3 Pro Preview Google DeepMind | Was SOTA | medium |
| 8 | OGPT-5.4 OpenAI | Not SOTA · #8 | medium |
| 9 | AClaude Opus 4.7 Anthropic | Not SOTA · #9 | medium |
| 10 | AClaude Opus 4.6 Anthropic | Not SOTA · #10 | medium |
| 11 | OGPT-5 Pro OpenAI | Was SOTA | medium |
| 12 | OGPT-5.2 OpenAI | Not SOTA · #12 | medium |
| 13 | OGPT-5 OpenAI | Was SOTA | medium |
| 16 | GGemini 2.5 Pro Preview 06.05 Google DeepMind | Was SOTA | medium |
| 17 | OO3 OpenAI | Was SOTA | medium |
Evidence recipe
What can move this crown
- Humanity's Last Exam — primary, weight 1
- FrontierMath — primary, weight 1 (display only, cannot crown)
- LMArena Text (style-controlled, math) — primary, weight 0.8 (display only, cannot crown)