PHYSICS-Verified
Corrected PHYSICS test problems with answer-level accuracy. The complete verified test set.
Original PHYSICS uses problem-level grading. Verified uses corrected problems and answer-level grading.
- Released
- September 2026
- Kind
- Science questions
- Level
- Expert
- Scored
- Checked automatically
- Answers
- Short answer
- Tasks
- All public
- Strongest model tested
- GPT-6 Astra #3 on the capability index
- Last model added
- September 2026
- Scores refreshed
- November 12th, 2026
GPT-6 Astra leads with 91.1% among models released by September 2026
Best score per entry from the benchmark's own leaderboard, read on November 12th, 2026. Where a model ran with several settings or harnesses, we keep its best. Names in gray aren't in our model list: fine-tunes, agent systems, products and older models. They don't count toward leaders.
The newest model with a score here came out in September 2026, and nobody has tested a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:
- Claude Fable 5.2
-
Gemini 4 Carbon
- GPT-6.1 Sol
- GPT-6.1 Terra
- and 13 more
- 91.1 GPT-6 Astra
- 90.6 GPT-6 Sol
- 90.4 GPT-5.6 Sol
- 87.2
Qwen 3.8 27B
- 87.0
DeepSeek V4.1 Flash
- 85.3 GLM-5.3-Flash
- 82.6 GPT-6 Luna
- 80.7
Qwen3.5-122B-A10B
- 76.8
Gemma 4 31B IT
- 73.8
Qwen3.5-9B
- 61.7 Mistral-Small-4-119B-2603
- 34.4 Intern-S1-mini
- 31.7
Gemma 4 E4B
- 29.6 Ministral-3-14B-Instruct-2512
- 28.2 Llama-4-Scout-17B-16E-Instruct
- 27.7
Ministral 3 8B Instruct
- 24.6
InternVL3.5-38B
- 20.2
Gemma 4 E2B
- 19.4
Qwen3.5-2B
- 18.8 Ministral-3-8B-Reasoning-2512
- 16.4
InternVL2.5-38B
- 14.6
Phi-4-Reasoning-Vision-15B
- 9.70 Qwen2-VL-72B-Instruct-AWQ
- 9.20 Aria
- 5.40 Pixtral-12B-2409
- 3.00
DeepSeek-VL2-Small
- 1 GPT-6 Astra thinking 91.1%
- 2 GPT-6 Sol thinking 90.6%
- 3 GPT-5.6 Sol thinking 90.4%
- 4
Qwen 3.8 27B thinking 87.2%
- 5
DeepSeek V4.1 Flash thinking 87%
- 6 GLM-5.3-Flash thinking 85.3%
- 7 GPT-6 Luna thinking 82.6%
- 8
Qwen3.5-122B-A10B thinking 80.7%
- 9
Gemma 4 31B IT thinking 76.8%
- 10
Qwen3.5-9B thinking 73.8%
- 11 Mistral-Small-4-119B-2603 thinking 61.7%
- 12 Intern-S1-mini thinking 34.4%
- 13
Gemma 4 E4B thinking 31.7%
- 14 Ministral-3-14B-Instruct-2512 no thinking 29.6%
- 15 Llama-4-Scout-17B-16E-Instruct no thinking 28.2%
- 16
Ministral 3 8B Instruct no thinking 27.7%
- 17
InternVL3.5-38B no thinking 24.6%
- 18
Gemma 4 E2B thinking 20.2%
- 19
Qwen3.5-2B thinking 19.4%
- 20 Ministral-3-8B-Reasoning-2512 thinking 18.8%
- 21
InternVL2.5-38B no thinking 16.4%
- 22
Phi-4-Reasoning-Vision-15B thinking 14.6%
- 23 Qwen2-VL-72B-Instruct-AWQ no thinking 9.70%
- 24 Aria no thinking 9.20%
- 25 Pixtral-12B-2409 no thinking 5.40%
- 26
DeepSeek-VL2-Small no thinking 3.00%
Source: Official PHYSICS-Verified leaderboard
| # | Entry | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | GPT-6 Astra | 91.1% | thinking | Sep 2026 | Official leaderboard |
| 2 | GPT-6 Sol | 90.6% | thinking | Sep 2026 | Official leaderboard |
| 3 | GPT-5.6 Sol | 90.4% | thinking | Jul 2026 | Official leaderboard |
| 4 | | 87.2% | thinking | Aug 2026 | Official leaderboard |
| 5 | | 87% | thinking | Sep 2026 | Official leaderboard |
| 6 | GLM-5.3-Flash | 85.3% | thinking | Aug 2026 | Official leaderboard |
| 7 | GPT-6 Luna | 82.6% | thinking | Sep 2026 | Official leaderboard |
| 8 | | 80.7% | thinking | Feb 2026 | Official leaderboard |
| 9 | | 76.8% | thinking | Apr 2026 | Official leaderboard |
| 10 | | 73.8% | thinking | Feb 2026 | Official leaderboard |
| 11 | Mistral-Small-4-119B-2603 | 61.7% | thinking | Official leaderboard | |
| 12 | Intern-S1-mini | 34.4% | thinking | Official leaderboard | |
| 13 | | 31.7% | thinking | Mar 2026 | Official leaderboard |
| 14 | Ministral-3-14B-Instruct-2512 | 29.6% | no thinking | Official leaderboard | |
| 15 | Llama-4-Scout-17B-16E-Instruct | 28.2% | no thinking | Official leaderboard | |
| 16 | | 27.7% | no thinking | Dec 2025 | Official leaderboard |
| 17 | | 24.6% | no thinking | Aug 2025 | Official leaderboard |
| 18 | | 20.2% | thinking | Mar 2026 | Official leaderboard |
| 19 | | 19.4% | thinking | Feb 2026 | Official leaderboard |
| 20 | Ministral-3-8B-Reasoning-2512 | 18.8% | thinking | Official leaderboard | |
| 21 | | 16.4% | no thinking | Dec 2024 | Official leaderboard |
| 22 | | 14.6% | thinking | Mar 2026 | Official leaderboard |
| 23 | Qwen2-VL-72B-Instruct-AWQ | 9.70% | no thinking | Official leaderboard | |
| 24 | Aria | 9.20% | no thinking | Sep 2024 | Official leaderboard |
| 25 | Pixtral-12B-2409 | 5.40% | no thinking | Official leaderboard | |
| 26 | | 3.00% | no thinking | Dec 2024 | Official leaderboard |
2 models have held number one on the official leaderboard since its release in September 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Official PHYSICS-Verified leaderboard
GPT-5.6 Sol on the official leaderboard passed 85% in July 2026
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Source: Official PHYSICS-Verified leaderboard
No lab model card reports it yet
We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark.
Versions
We switch the top row to each new version when it comes out. Open it for one row per version. An old version stays in play while people still test it, so whoever first takes it past 85% gets credit for closing it out.
Source: Official leaderboards
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