Vals AI healthcare benchmark for whether models can support doctors with administrative work.
BenchLM mirrors the public Vals AI MedScribe leaderboard captured from https://www.vals.ai/benchmarks/medscribe and updated by Vals on May 16, 2026. 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.
BenchLM mirrors the published medscribe score view for MedScribe. GPT-5.1 leads the public snapshot at 88.09% , followed by GPT-5.5 (86.87%) and Claude Opus 4.6 (86.74%). BenchLM does not use these results to rank models overall.
GPT-5.1
OpenAI
openai/gpt-5.1-2025-11-13
GPT-5.5
OpenAI
openai/gpt-5.5
Claude Opus 4.6
Anthropic
anthropic/claude-opus-4-6
The published MedScribe snapshot is tightly clustered at the top: GPT-5.1 sits at 88.09%, while the third row is only 1.35 points behind. The broader top-10 spread is 3.99 points, so many of the published scores sit in a relatively narrow band.
57 models have been evaluated on MedScribe. The benchmark falls in the External benchmark mirrors category. BenchLM tracks this category separately from its weighted global scoring system, so these results are best compared on the dedicated Korean benchmark views. MedScribe is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
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.
GPT-5.1 currently leads the published MedScribe snapshot with 88.09% medscribe score. BenchLM shows this benchmark for display only and does not use it in overall rankings.
57 AI models are included in BenchLM's mirrored MedScribe snapshot, based on the public leaderboard captured on May 16, 2026.
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