Benchmark profile
Vals MedScribe (MedScribe)
Vals AI healthcare benchmark for whether models can support doctors with administrative work.
Data verifiedHow BenchLM shows MedScribe
BenchLM mirrors the public Vals AI MedScribe leaderboard captured from https://www.vals.ai/benchmarks/medscribe and updated by Vals on July 17, 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.
MedScribe score on MedScribe — July 17, 2026
BenchLM mirrors the published medscribe score view for MedScribe. Muse Spark 1 1 leads the public snapshot at 88.89% , followed by Claude Fable 5 (88.52%) and GPT-5.1 (88.09%). BenchLM does not use these results to rank models overall.
Muse Spark 1 1
Meta
meta/muse_spark_1_1
Claude Fable 5
Anthropic
anthropic/claude-fable-5
GPT-5.1
OpenAI
openai/gpt-5.1-2025-11-13
MedScribe score table (72 models)
ScoreThe published MedScribe snapshot places Muse Spark 1 1 first at 88.89%. The third row is 0.80 points behind. The broader top-10 range is 2.99 points, so many of the published results sit in a relatively narrow band.
72 models have been evaluated on MedScribe. The benchmark falls in the External benchmark mirrors category. We keep external benchmark mirrors separate from the weighted global scoring system, so these results remain source-specific evidence. MedScribe is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
About MedScribe
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.
BenchLM freshness & provenance
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.
FAQ
What does MedScribe measure?
Vals AI healthcare benchmark for whether models can support doctors with administrative work.
Which model leads the published MedScribe snapshot?
Muse Spark 1 1 currently leads the published MedScribe snapshot with 88.89% medscribe score. BenchLM shows this benchmark for display only and does not use it in overall rankings.
How many models are evaluated on MedScribe?
72 AI models are included in BenchLM's mirrored MedScribe snapshot, based on the public leaderboard captured on July 17, 2026.
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