MedScribe

Can models support doctors with their administrative work?

ModelsModels with a result.109
Top resultBest result on this benchmark.91.4%Claude Opus 5.5
Top-3 spreadPoints from first to third.0.3 pts
UpdatedDate the source changed the results.29 Oct 2026

Result and cost

109 of 109 results

Results

109 results
#ModelResultThe score from the source.CostUS dollars to run one task.TimeTime to run one task.
01Claude Opus 5.591.4% ±1.9$1.157 min
02Claude Fable 5.191.3% ±2.0$0.9643 min
03Claude Sonnet 5.591.1% ±2.0$0.5095 min
04Claude Opus 591.0% ±1.9$0.23677 s
05Muse Spark 1.290.1% ±2.0$0.03861 s
06Claude Haiku 5.589.5% ±1.9$0.0445 min
07Grok 4.789.4% ±1.9$0.0753 min
08Muse Wonder Full89.3% ±2.0$0.1922 min
09GLM-5.3-Flash88.9% ±1.9$0.002287 s
09Muse Spark 1.188.9% ±1.9$0.03563 s
11GLM-5.388.8% ±2.0$0.0572 min
12Claude Fable 588.5% ±1.9$0.5832 min
13MiMo-V2.6-Pro88.3% ±1.9$0.00993 min
14GPT-5.188.1% ±1.9$0.09778 s
15Kimi K388.0% ±2.0$0.1138 s
16GPT-6 Astra87.9% ±1.9$0.5823 min
17Gemini 4 Argon87.4% ±2.0$0.14787 s
18MiniMax M387.3% ±2.0$0.0142 min
19Grok 4.586.9% ±1.9$0.03312 min
19GPT-5.586.9% ±1.9$0.1432 min
21Claude Opus 4.686.7% ±1.9$0.11554 s
22Grok 4.686.5% ±2.0$0.03771 s
22GPT-6.1 Sol86.5% ±1.9$0.1013 min
24Claude Opus 4.6 (Adaptive)86.1% ±1.9$0.2252 min
25Muse Spark85.9% ±1.8$0.00773 min
26Claude Opus 4.885.8% ±1.9$0.25982 s
27DeepSeek V4.1 Flash 101785.5% ±1.9$0.01554 s
28Inkling85.4% ±1.8$0.1664 min
29Claude Opus 4.5 Thinking85.3% ±1.9$0.4172 s
29MiMo-V2.6-Flash85.3% ±2.0$0.002274 s
31GPT-5.6 Sol85.2% ±2.0$0.2772 min
31Claude Haiku 4.5 Thinking85.2% ±1.9$0.04266 s
33Qwen3.8 Max84.9% ±2.0$0.094 min
34Claude Sonnet 4.584.5% ±1.9$0.05544 s
34Gemini 3.8 Flash84.5% ±1.9$0.02521 s
36GPT-5.6 Luna84.4% ±2.6$0.0232 min
36GPT-5.284.4% ±1.9$0.1152 min
38Inkling-Small84.1% ±1.9$0.0194 min
38Claude Sonnet 4.5 Thinking84.1% ±1.9$0.08268 s
40Gemini 3.7 Flash83.9% ±2.0$0.05917 s
41Qwen3.8-27B83.8% ±2.0$0.04790 s
42MiMo-V2.5-Pro83.7% ±2.1$0.0062 min
42GPT-6 Luna83.7% ±1.9$0.00963 min
42GPT-583.7% ±1.9$0.1023 min
45Hy4 preview83.6% ±2.1$0.0536 min
46GLM-5.283.5% ±2.0$0.0452 min
47Claude Opus 4.583.2% ±1.9$0.28243 s
48Gemini 2.5 Flash Thinking83.0% ±1.9$0.01523 s
48Claude Opus 4.783.0% ±2.0$0.17867 s
50GPT-5.6 Terra82.9% ±1.9$0.06336 s
50Gemini 2.5 Flash82.9% ±1.9$0.01523 s
52GPT-6 Sol82.0% ±1.9$0.08381 s
53Grok 4 Fast (Reasoning)81.6% ±2.1$0.002512 s
54Ling 3.0 Flash80.9% ±2.0$0.001412 s
55MiniMax M2.180.8% ±1.8$0.005153 s
56GPT-5 mini80.6% ±1.9$0.0335 min
57Mistral Large 480.4% ±2.0$0.0242 min
57DeepSeek V4 Flash 073180.4% ±2.0$0.01478 s
59DeepSeek V4 Pro 081380.2% ±2.0$0.0413 min
60MiniMax M2.779.9% ±1.9$0.005127 s
61Grok 4 Fast Non Reasoning79.7% ±1.9$0.00218.5 s
61Gemini 3.6 Flash79.7% ±1.9$0.07334 s
63Qwen3.7 Max79.4% ±1.9$0.0692 min
64Grok 4.1 Fast (Reasoning)78.7% ±1.9$0.002439 s
65Gemini 2.5 Flash Preview Thinking78.5% ±2.0$0.01531 s
66Grok 478.2% ±2.1$0.06474 s
67Kimi K2.678.1% ±1.8$0.0568 min
68Gemini 2.5 Flash (Preview)77.9% ±1.9$0.01423 s
69GPT-5.477.5% ±3.3$0.6395 min
69Grok 4.1 Fast Non Reasoning77.5% ±2.0$0.001820 s
71Qwen3 VL Plus77.1% ±1.9$0.0271 s
71GPT-5.4 nano77.1% ±1.9$0.001821 s
73Qwen3.6 Plus77.0% ±1.9$0.0293 min
74o376.7% ±1.9$0.0446 s
75Gemini 3.5 Flash76.6% ±1.9$0.16657 s
76Kimi K2.5 Thinking76.4% ±2.0$0.0252 min
77Gemini 3.1 Pro Preview76.1% ±1.9$0.09869 s
77Claude Sonnet 576.1% ±3.0$0.4344 min
79Gemini 2.5 Flash Lite Preview75.8% ±1.9$0.00134.5 s
80Ling 3.0 Flash Af Rc375.6% ±2.0$0.001645 s
81DeepSeek V4 Pro 042375.1% ±2.0$0.0546 min
82Grok 4.374.4% ±2.0$0.0152 min
83Claude Opus 4.1 Thinking73.9% ±2.0$0.26357 s
84Gemini 2.5 Pro73.6% ±1.9$0.04636 s
85GPT-5 nano72.9% ±1.9$0.0072 min
86Gemini 2.5 Flash-Lite72.8% ±2.0$0.00124.8 s
87Qwen3 Max72.7% ±1.9$0.0856 min
88Claude Sonnet 472.4% ±1.9$0.03926 s
89GLM-5.172.3% ±2.1$0.0242 min
90MiMo-V2.572.2% ±1.9$0.001420 s
91Gemini 3 Pro72.0% ±1.9$0.06143 s
92Claude Opus 4.171.8% ±2.0$0.18738 s
93Gemini 3.5 Flash-Lite70.9% ±2.0$0.0219 s
94Qwen3.5 Flash70.6% ±2.1$0.004480 s
95Gemini 3 Flash Preview69.9% ±1.9$0.01423 s
96Claude Sonnet 4 Thinking69.4% ±2.2$0.05340 s
97o4-mini69.1% ±2.0$0.04182 s
98GLM-4.768.6% ±2.1$0.0193 min
99Mistral Medium 3.567.7% ±2.0$0.1582 min
101Laguna M.165.9% ±2.0$0.00222 min
102Gemini 3.1 Flash Lite Preview63.9% ±1.8$0.002217 s
103Grok 4.20 (Reasoning)63.4% ±2.1$0.03119 s
104Laguna XS.261.4% ±2.3$0.001169 s
105Command A+55.7% ±3.6$0.143 min
106Mercury 2.555.1% ±2.1$0.004510.0 s
107Llama4 Maverick Instruct Basic54.2% ±1.9$0.002525 s
108Llama 4 Scout 17B 16E Instruct50.6% ±1.9$0.001711 s
109Nemotron Lightning 3p5 30B A3B4.3% ±0.5$0.00622 min