Vals AI healthcare benchmark for whether models can support doctors with administrative work.
BenchLM mirrors the public Vals AI MedScribe leaderboard captured from vals.ai and updated by Vals on Thu, 18 Jun 2026 20:17:36 GMT. The snapshot preserves overall scores, uncertainty, latency, cost-per-test metadata, and task-level scores where Vals publishes them.
MedScribe is display only on BenchLM. Vals proprietary or Vals-hosted aggregate views are useful context, but BenchLM does not use them as weighted ranking inputs or as a replacement for benchmark-native source records.
Year
2026
Tasks
Medical administrative support tasks
Format
Accuracy score
Difficulty
Professional healthcare administration
BenchLM mirrors the public Vals MedScribe leaderboard as display-only healthcare evidence.
Version
MedScribe 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
Vals AI healthcare benchmark for whether models can support doctors with administrative work.
No models have been evaluated on MedScribe yet.
0 AI models are included in BenchLM's mirrored MedScribe snapshot, based on the public leaderboard captured on Thu, 18 Jun 2026 20:17:36 GMT.
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