Benchmarks › Vals MedCode
63.6top score · Claude Opus 5
78models ranked
28open-weights models
Diagnosis-code accuracyhigher is better
Oct 20, 2026last updated
How the test works
1
Task
2,755 primary/secondary diagnosis-code labels
- What the model doesAssign medical diagnosis codes from patient records
- Kinds of tasksICD-10-CM medical coding
2
Run
30,000 generated tokens maximum
- Temperature1
3
Score
Diagnosis-code accuracy
- Graded byPredicted diagnosis codes compared with reconciled annotations from two certified coders
- Better isHigher
Sources: vals.ai
Vals MedCode leaderboardtop 10 of 78
Full leaderboard with filters →| Model | Vals MedCode | Per task | Price | Speed | Supports | Context |
|---|---|---|---|---|---|---|
63.6unstated | — | $5 / $25 | — | 1M | ||
59.1unstated | — | $2 / $12 | — | 1M | ||
58.8unstated | — | $2 / $10 | — | 1M | ||
56.1unstated | — | $10 / $50 | — | 1M | ||
55.9unstated | — | $0.50 / $3 | — | 1M | ||
54.9unstated | — | $5 / $25 | — | 1M | ||
53.5unstated | — | $10 / $50 | — | 1M | ||
53.2unstated | — | $5 / $25 | — | 1M | ||
53.2unstated | — | $0.75 / $3.75 | — | 1M | ||
52.9unstated | — | $2 / $10 | — | 1M |
Vals MedCode questions
What is Vals MedCode?›
Assign medical diagnosis codes from patient records. It has 2,755 primary/secondary diagnosis-code labels; patient-record count not stated. Created by Vals AI and Protege.
Which model is best on Vals MedCode?›
Claude Opus 5 leads Vals MedCode with 63.6, ahead of Gemini 3.1 Pro Preview (59.1) and Gemini 4 Argon (58.8).
What is the best open-weights model on Vals MedCode?›
Kimi K3 with 49.4, then MiniMax M3 (46.3).
How is Vals MedCode scored?›
Diagnosis-code accuracy; predicted diagnosis codes compared with reconciled annotations from two certified coders.