Ring-1T Report - Phybench: leaderboard

PHYBench: physics problems that require deriving a symbolic answer, score in percent. From Table 1 of inclusionAI's Ring-1T technical report, comparing Ring-1T with DeepSeek-V3.1-Terminus (Thinking), Qwen3-235B-A22B-Thinking-2507, Gemini 2.5 Pro and GPT-5 Thinking (High), evaluated with a 32K context window. Baselines use official hyperparameters for open models and vendor-recommended settings for APIs, and where an official score exists the report keeps the higher of its reproduction and the official figure.

Metric: Phybench. Source: arxiv.org. Saturation forecast: Around April 2027. 5 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro55.01#262
2GPT-5 (High)48.53#163 (GPT-5)
3DeepSeek V3.1 Terminus (Thinking)47.91#442 (DeepSeek V3.1 Terminus)
4Ring-1T42.65#628
5Qwen 3 235B A22B 2507 (Thinking)42.61#460

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=ring-1t-report-phybench · How It Works · Data refreshed daily, snapshot 2026-11-12.