HypoArena - Machine Learning: leaderboard
The machine learning domain of HypoArena (2026), 218 cases: the Bradley-Terry-Davidson rating, anchored at 1500 with no fixed maximum, from pairwise judgments by seed-2.0-pro of the hypothesis sets each model proposes. Higher is better.
Metric: Rating on the 218 machine learning cases: Bradley-Terry-Davidson rating (base 1500, open-ended) from reference-independent pairwise judgments by seed-2.0-pro, both presentation orders, with the source-derived reference hypothesis set as an anonymous competitor; baseline single-pass generation; higher is better. Source: arxiv.org. Saturation forecast: Around September 2027. 15 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.4 (High) | 1650.6 | #123 (GPT-5.4) |
| 2 | Claude Opus 4.6 (High) | 1618.9 | #102 (Claude Opus 4.6) |
| 3 | GLM-5.1 | 1595 | #179 |
| 4 | Claude Sonnet 4.6 (High) | 1579.3 | #161 (Claude Sonnet 4.6) |
| 5 | Kimi K2.6 | 1562.4 | #178 |
| 6 | DeepSeek V4 Flash (High) | 1522.1 | #258 (DeepSeek V4 Flash) |
| 7 | DeepSeek V4 Pro (High) | 1520.1 | #188 (DeepSeek V4 Pro) |
| 8 | MiniMax-M2.7 | 1505.2 | #518 |
| 9 | GLM-5 | 1450.2 | #260 |
| 10 | GPT-5.4 Mini (High) | 1437.4 | #389 (GPT-5.4 Mini) |
| 11 | MiniMax-M2.5 | 1428.9 | #582 |
| 12 | Gemini 3 Flash (High) | 1422.2 | #164 (Gemini 3 Flash) |
| 13 | Gemini 3.1 Pro (Preview) (High) | 1407.5 | #94 (Gemini 3.1 Pro (Preview)) |
| 14 | Kimi K2.5 (Thinking) | 1246.5 | #256 (Kimi K2.5) |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=hypoarena-machine-learning · How It Works · Data refreshed daily, snapshot 2026-11-13.