Medical Calculation and Tool Use on MedMCP-Calc Overall
100Task Success RateClaude Opus 4.5
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Claude Opus 4.5Parameters=/2026.01 | 100 | 66.66 | 71.08 | 33.92 | |
| Claude Sonnet 4.5Parameters=/2026.01 | 100 | 65.6 | 53.86 | 27.8 | |
| GPT-5Parameters=/2026.01 | 100 | 59.81 | 53.12 | 26.7 | |
| Gemini-2.5-ProParameters=/2026.01 | 100 | 55.96 | 40.45 | 20.77 | |
| Qwen3-235B-Instruct-2507Parameters=235 B2026.01 | 100 | 41.74 | 34.24 | 10.76 | |
| Qwen3-235B-Thinking-2507Parameters=235 B2026.01 | 100 | 38.82 | 26.33 | 11.14 | |
| Qwen3-235B non-thinkingParameters=235 B2026.01 | 100 | 31.73 | 38.26 | 7.44 | |
| Qwen3-235B thinkingParameters=235 B2026.01 | 100 | 33.42 | 30.6 | 7.91 | |
| Llama-3.3-70BParameters=70 B2026.01 | 100 | 11.6 | 22.55 | 2.83 | |
| Qwen3-30B-Instruct-2507Parameters=30 B2026.01 | 100 | 28.91 | 23.94 | 5.95 | |
| Qwen3-30B-Thinking-2507Parameters=30 B2026.01 | 100 | 29.74 | 19.23 | 7.6 | |
| Qwen3-4B-Instruct-2507Parameters=4 B2026.01 | 100 | 19.95 | 9.34 | 3.08 | |
| CalcMate-4BParameters=4 B2026.01 | 100 | 56.97 | 71.06 | 15.02 | |
| CalcMate-30BParameters=30 B2026.01 | 100 | 65.66 | 75.31 | 20.07 | |
| Deepseek-V3.1Parameters=671 B2026.01 | 99.15 | 44.33 | 41.04 | 12.37 | |
| Qwen3-VL-235BParameters=235B2026.01 | 99.15 | 33.74 | 25.67 | 9.94 | |
| Qwen3-Next-80B-InstructParameters=80 B2026.01 | 99.15 | 38.57 | 21.64 | 7.53 | |
| Qwen3-Next-80B-ThinkingParameters=80 B2026.01 | 99.15 | 33.3 | 34.1 | 11.03 | |
| Llama-3.1-70BParameters=70 B2026.01 | 99.15 | 11.87 | 19.3 | 1.01 | |
| Gemini-3-ProParameters=/2026.01 | 97.46 | 54.05 | 55.45 | 26.49 | |
| Qwen2.5-72BParameters=72 B2026.01 | 97.46 | 29.37 | 38.49 | 7.41 | |
| MedGemma-27B-ITParameters=27 B2026.01 | 97.46 | 30.33 | 18.45 | 3.61 | |
| GLM-4.7Parameters=355 B2026.01 | 96.61 | 51.89 | 50.06 | 15.59 | |
| Kimi-K2-InstructParameters=1 T2026.01 | 96.61 | 41.95 | 28.14 | 8.27 | |
| Baichuan-M2-32BParameters=32 B2026.01 | 79.66 | 33.95 | 33.98 | 7.77 |