Scientific Reasoning on HiPhO 2024–2025 1.0
25.2IPhO 2025 ScoreGemini-3-Pro
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gemini-3-Prostrategy=high2026.02 | 25.2 | 25.2 | 28.3 | 21 | 23.9 | 37.1 | 43.8 | 66.3 | 76.2 | 86 | 74.8 | 23.8 | 23.9 | 42.7 | 13 | 0 | 0 | |
| P1-235B-A22Bagent=PhysicsMinions2026.02 | 23.2 | 25.2 | 28 | 12.4 | 23.5 | 31.9 | 35.4 | 57.7 | 67 | 77.5 | 74.8 | 21.5 | 20.5 | 38.4 | 12 | 1 | 0 | |
| Gemini-2.5-Prostrategy=standard2026.02 | 22.7 | 25.9 | 27.9 | 14.9 | 21.8 | 32.3 | 35.9 | 60.3 | 64.1 | 69.5 | 70.2 | 22.8 | 22 | 37.7 | 12 | 1 | 0 | |
| GPT-5.2strategy=high2026.02 | 22.3 | 25.5 | 28.4 | 15.7 | 23.9 | 35.8 | 37.1 | 59.8 | 82.5 | 67.6 | 82.3 | 23.4 | 23.5 | 40.6 | 12 | 1 | 0 | |
| GPT-5strategy=standard2026.02 | 22.3 | 20.2 | 27 | 10.3 | 21.7 | 32.9 | 32.8 | 55.9 | 69.8 | 69.4 | 79 | 22.4 | 22.4 | 37.4 | 11 | 2 | 0 | |
| P1-VL-235B-A22Bagent=PhysicsMinions2026.02 | 22.1 | 25.8 | 27.1 | 13.7 | 22.9 | 31.8 | 32.6 | 66.5 | 83.3 | 76 | 84.8 | 23.1 | 21.8 | 40.9 | 12 | 1 | 0 | |
| P1-235B-A22Bstrategy=standard2026.02 | 21.2 | 24.7 | 27.4 | 10.8 | 23 | 31.8 | 28.4 | 54.7 | 56.7 | 74.7 | 72.9 | 20.9 | 19.4 | 35.9 | 12 | 1 | 0 | |
| P1-VL-235B-A22Bstrategy=standard2026.02 | 21 | 25.3 | 26.9 | 10.7 | 21.5 | 32.5 | 31.9 | 61.7 | 79.8 | 73.3 | 82 | 22.5 | 21.9 | 39.3 | 12 | 1 | 0 | |
| GPT-OSS-120Bstrategy=high2026.02 | 20.5 | 22.1 | 25.8 | 12.8 | 23 | 32.4 | 32.4 | 48.8 | 52.4 | 54.7 | 56.1 | 20.5 | 19.2 | 32.4 | 12 | 1 | 0 | |
| DeepSeek-V3.2strategy=Thinking2026.02 | 20.2 | 24.9 | 26.1 | 6.7 | 18.9 | 33.3 | 29.7 | 57.3 | 64.9 | 78.6 | 78 | 21.5 | 19.9 | 36.9 | 11 | 1 | 1 | |
| Gemini-2.5-Flashstrategy=Thinking2026.02 | 20.2 | 23.9 | 27.4 | 13.2 | 21.9 | 29 | 29.3 | 44.6 | 54.9 | 60.5 | 55.9 | 17.8 | 19.1 | 32.1 | 12 | 1 | 0 | |
| Qwen3-VL-235B-A22Bstrategy=Thinking2026.02 | 19.8 | 23.4 | 25.4 | 10.8 | 19 | 29.2 | 25.9 | 48.3 | 54 | 64.3 | 79.9 | 21.4 | 19.9 | 33.9 | 10 | 3 | 0 | |
| Kimi-K2strategy=Thinking, timeout=2 hours2026.02 | 19.1 | 22.8 | 22.4 | 5.2 | 20.9 | 26 | 20.6 | 52.5 | 51.3 | 47.3 | 64.8 | 20.6 | 19.7 | 30.2 | 6 | 6 | 0 | |
| Claude-4-Sonnetstrategy=Thinking2026.02 | 19 | 22 | 24.8 | 9.7 | 20.5 | 28.1 | 25.6 | 43.1 | 39.3 | 57.4 | 61.8 | 19.2 | 20.1 | 30 | 8 | 4 | 1 | |
| Grok-4strategy=standard2026.02 | 18.7 | 23.5 | 25 | 11.5 | 20.5 | 25.8 | 29.3 | 45 | 75.4 | 72.1 | 78.6 | 19.8 | 19.8 | 35.8 | 10 | 3 | 0 | |
| P1-30B-A3Bstrategy=standard2026.02 | 18.5 | 22.3 | 25.4 | 7.4 | 18.8 | 29.2 | 24 | 47 | 51.4 | 69.5 | 69.1 | 19.6 | 20 | 32.5 | 8 | 4 | 1 | |
| DeepSeek-R1strategy=standard2026.02 | 18.5 | 24.6 | 25.4 | 10.8 | 21.4 | 26.3 | 20.5 | 42.2 | 47.4 | 65.4 | 72.5 | 18.3 | 18.5 | 31.7 | 8 | 5 | 0 | |
| P1-VL-30B-A3Bstrategy=standard2026.02 | 17.9 | 22.5 | 24.6 | 10.6 | 19 | 30.2 | 24.6 | 50.8 | 58.6 | 79.1 | 75.5 | 20.8 | 20.3 | 35 | 9 | 4 | 0 | |
| Qwen3-235B-A22B-Thinking-2507strategy=Thinking2026.02 | 17.1 | 23 | 26.2 | 10.9 | 20.4 | 33.6 | 28.1 | 44.7 | 51.8 | 69.1 | 72.9 | 18.5 | 18.9 | 33.5 | 10 | 3 | 0 | |
| GPT-OSS-120Bstrategy=standard2026.02 | 16.9 | 21.4 | 22.8 | 9.1 | 19.9 | 26 | 25.8 | 37.4 | 41.8 | 57.1 | 59.7 | 17.8 | 17.6 | 28.7 | 5 | 7 | 1 | |
| Kimi-K2strategy=Instruct2026.02 | 16.5 | 19.8 | 24.2 | 11 | 16.9 | 26.5 | 26.2 | 35.9 | 41.8 | 65.9 | 58.9 | 16 | 18.2 | 29.1 | 5 | 8 | 0 | |
| o4-ministrategy=high2026.02 | 16 | 23.7 | 22.9 | 12 | 20.1 | 27.4 | 29.8 | 41.4 | 50.9 | 69.1 | 67.3 | 18.6 | 18.8 | 32.2 | 6 | 7 | 0 | |
| Intern-S1strategy=standard2026.02 | 15.9 | 14.2 | 21.7 | 9 | 16.6 | 23 | 20.5 | 41.1 | 50.3 | 60.4 | 57.4 | 18.4 | 19.5 | 28.3 | 4 | 8 | 1 | |
| o3strategy=standard2026.02 | 15.7 | 23.7 | 25.9 | 11.4 | 21.6 | 34.1 | 33.5 | 47.3 | 55.9 | 71.4 | 75.6 | 22 | 20.6 | 35.3 | 11 | 2 | 0 | |
| Qwen3-VL-30B-A3Bstrategy=Thinking2026.02 | 15.7 | 19.3 | 25.3 | 11.7 | 20.2 | 29.7 | 28.3 | 41.6 | 45.9 | 57.6 | 51.4 | 18.9 | 20.7 | 29.7 | 8 | 5 | 0 | |
| Qwen3-32Bstrategy=standard2026.02 | 15.7 | 19.3 | 23.9 | 9.8 | 21.2 | 28.9 | 24.1 | 36.6 | 41.8 | 67 | 59.2 | 18.9 | 16.6 | 29.5 | 7 | 6 | 0 | |
| Claude-4-Sonnetstrategy=standard2026.02 | 15.7 | 19.2 | 22.8 | 9.5 | 16.5 | 27.5 | 21.3 | 40.4 | 43.3 | 46.5 | 48.5 | 16.8 | 16.5 | 26.5 | 2 | 10 | 1 | |
| Qwen3-30B-A3B-Thinking-2507strategy=Thinking2026.02 | 15.6 | 19.7 | 23.5 | 7.4 | 16.4 | 28.6 | 22.2 | 40.5 | 43.8 | 67.7 | 66.5 | 18.3 | 18 | 29.9 | 6 | 6 | 1 | |
| o4-ministrategy=standard2026.02 | 15.4 | 22.9 | 22.8 | 10.1 | 20.9 | 26.9 | 27.3 | 39.4 | 47.1 | 64.2 | 62.5 | 18.6 | 18.5 | 30.5 | 7 | 6 | 0 | |
| Mistral-Medium-3strategy=standard2026.02 | 14.2 | 14.1 | 19.9 | 8.5 | 12.2 | 20.4 | 19.6 | 30.8 | 28.6 | 32.9 | 36.1 | 13.9 | 14.1 | 20.4 | 1 | 8 | 4 | |
| DeepSeek-V3strategy=standard2026.02 | 13.6 | 16.4 | 22.1 | 7.1 | 17.2 | 21.1 | 17.3 | 37.2 | 35 | 48.4 | 46.5 | 14.1 | 15.6 | 24 | 1 | 9 | 3 | |
| InternVL3-78B-Instructstrategy=Instruct2026.02 | 12.9 | 12.5 | 17.7 | 7.5 | 15.2 | 22.3 | 22.5 | 26.2 | 27.4 | 21.1 | 27.1 | 12 | 13 | 18.3 | 0 | 8 | 5 | |
| GLM-4.5Vstrategy=standard2026.02 | 11.9 | 4.4 | 16.2 | 8.7 | 14.1 | 19.5 | 14 | 18.5 | 16 | 47.8 | 39 | 13 | 13.8 | 18.2 | 0 | 4 | 9 | |
| Qwen3-8Bstrategy=standard2026.02 | 10.6 | 12.7 | 11.5 | 7.1 | 11.9 | 20.1 | 17.3 | 26.3 | 22.3 | 21.8 | 22.8 | 10.8 | 10 | 15.8 | 0 | 2 | 10 | |
| Qwen2.5-VL-72B-Instructstrategy=Instruct2026.02 | 10.6 | 7.2 | 13.6 | 6.1 | 8.1 | 13.3 | 11.4 | 26.8 | 18.2 | 24 | 28.5 | 13.5 | 9.8 | 14.7 | 0 | 2 | 7 | |
| GPT-4ostrategy=standard2026.02 | 10.2 | 9.4 | 15.1 | 6.8 | 9.2 | 16.4 | 11.7 | 27.8 | 22.8 | 28.2 | 26.5 | 15 | 10.9 | 16.2 | 1 | 1 | 10 | |
| Qwen2.5-VL-32B-Instructstrategy=Instruct2026.02 | 9.9 | 8.2 | 16.5 | 6.9 | 10 | 15.3 | 14.4 | 22.5 | 22.4 | 28.1 | 29.9 | 7.6 | 4.6 | 15.1 | 0 | 1 | 10 | |
| LLaMA4-Scout-17Bstrategy=standard2026.02 | 9.7 | 9.5 | 13.1 | 5.4 | 10.4 | 22.8 | 12.8 | 26.6 | 24.1 | 35.4 | 34.5 | 8.1 | 6.4 | 16.8 | 0 | 2 | 7 | |
| InternVL3-38B-Instructstrategy=Instruct2026.02 | 8.9 | 7.8 | 12.3 | 6.1 | 8.3 | 14 | 10.6 | 24.1 | 20.4 | 27.5 | 24.8 | 8.2 | 6.8 | 13.8 | 0 | 0 | 7 | |
| InternVL3-9B-Instructstrategy=Instruct2026.02 | 4.7 | 3.7 | 7.2 | 4.2 | 4.1 | 9.4 | 6 | 12.4 | 11 | 11.6 | 16.3 | 6.4 | 6.2 | 7.9 | 0 | 0 | 2 | |
| Qwen2.5-VL-7B-Instructstrategy=Instruct2026.02 | 3.5 | 2.5 | 5.7 | 4.4 | 3.6 | 7.3 | 5.5 | 14.7 | 7.6 | 9.8 | 11.5 | 4.4 | 3.5 | 6.5 | 0 | 0 | 1 | |
| Phi-4-multimodalstrategy=standard2026.02 | 2 | 1.6 | 4.2 | 3.6 | 3.6 | 5 | 4.5 | 8.3 | 9 | 10 | 10.1 | 4.4 | 5 | 5.5 | 0 | 0 | 0 | |
| DeepSeek-VL2strategy=standard2026.02 | 1.8 | 0.5 | 2.5 | 3.4 | 3.4 | 5 | 3.2 | 5.6 | 4.8 | 7.3 | 6.4 | 5 | 3.9 | 4 | 0 | 0 | 0 |