BlogLLM Benchmark Scores as Published, Side by Side
CritPt: Results as Published
Every result the catalog holds for CritPt: 24 models from 10 developers, read from 5 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area Science and MathMaintainer CritPt research team (lead author Minhui Zhu); Artificial Analysis runs the public leaderboard evaluationIntroduced 2025Data version 2026103001, as of 2026-10-30
CritPt tests whether a language model can solve research-level physics problems of the kind a working physicist meets in a research project. The benchmark has 71 composite research challenges, each split into simpler checkpoint tasks (190 in total), across areas such as condensed matter, quantum physics, astrophysics, high energy physics and biophysics. All problems are new and were written by more than 50 active physics researchers from their own research. Each answer is hand-curated to be guess-resistant and machine-checkable, and the main metric is average accuracy, shown on Artificial Analysis as the 'CritPt: Score' percentage.
CritPt
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.6 LunaOpenAI, released 2026-07-09 | 21% | IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15 | Effort: max |
| GPT-5.6 SolOpenAI, released 2026-07-09 | 32.3% | Moonshot AI, Kimi K3 model cardchecked 2026-10-15 | Effort: max |
| GPT-5.6 TerraOpenAI, released 2026-07-09 | 22.9% | IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15 | Effort: high |
| GPT-5.5OpenAI, released 2026-04-23 | 27.1% | Moonshot AI, Kimi K3 model cardchecked 2026-10-15; printed on 1 more page | Effort: xhigh |
| Claude Sonnet 5Anthropic, released 2026-06-30 | 16.9% | IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15 | Effort: max |
| Claude Fable 5Anthropic, released 2026-06-09 | 28.6% | Moonshot AI, Kimi K3 model cardchecked 2026-10-15 | Effort: max; Fallback: w/ fallback |
| Claude Opus 4.8Anthropic, released 2026-05-28 | 20.9% | Moonshot AI, Kimi K3 model cardchecked 2026-10-15; printed on 1 more page | Effort: max |
| Gemini 3.1 Pro PreviewGoogle, released 2026-02-19 | 17.7% | Z.ai, GLM-5.2 model cardchecked 2026-10-15 | - |
| DeepSeek-V4-Flash (Preview)DeepSeek, released 2026-04-24 | 10.6% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | Tools: none |
| DeepSeek-V4-Pro (Preview)DeepSeek, released 2026-04-24 | 14% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15; printed on 1 more page | Tools: none |
| DeepSeek-V4-Flash-0731DeepSeek | 12.6% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Qwen3.5-122B-A10BAlibaba, released 2026-02-24 | 1.1% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Qwen3.5-397B-A17BAlibaba, released 2026-02-16 | 2.4% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | Tools: none |
| Qwen3.7-MaxAlibaba | 13.4% | Z.ai, GLM-5.2 model cardchecked 2026-10-15 | - |
| Kimi K3Moonshot AI, released 2026-07-16 | 23.4% | Moonshot AI, Kimi K3 model cardchecked 2026-10-15 | Effort: max |
| Kimi K2.6Moonshot AI, released 2026-04-20 | 9.1% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | Tools: none |
| GLM-5.2Z.ai, released 2026-06-16 | 20.9% | Z.ai, GLM-5.2 model cardchecked 2026-10-15; printed on 2 more pages | - |
| GLM-5.1Z.ai, released 2026-04-07 | 4.6% | Z.ai, GLM-5.2 model cardchecked 2026-10-15; printed on 1 more page | - |
| MiniMax M3MiniMax, released 2026-06-01 | 3.7% | IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15; printed on 1 more page | - |
| MiniMax M2.7MiniMax, released 2026-03-18 | 0.6% | NVIDIA, NVIDIA Nemotron 3 Ultra 550B-A55B model cardchecked 2026-10-15 | Tools: none |
| Nemotron 3.5 Super VL 120B-A12BNVIDIA, released 2026-10-15 | 10.86% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
| Nemotron 3 UltraNVIDIA, released 2026-06-04 | 3.1% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19; printed on 2 more pages | - |
| InklingThinking Machines, released 2026-07-14 | 5.4% | IFM, IFM K2-Horizon-375B-A23B model cardchecked 2026-10-15 | Effort: xhigh |
| Inkling-SmallThinking Machines | 9.1% | NVIDIA, NVIDIA Nemotron 3.5 Super VL 120B-A12B model cardchecked 2026-10-19 | - |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.