LLM Reference
ACI-BENCHactive

ACI-BENCH: Ambient Clinical Intelligence Benchmark

Metric: ROUGE / BERTScore (higher is better)Introduced: 2023

Benchmark for generating clinical notes from doctor-patient conversation transcripts to evaluate ambient clinical intelligence systems.

Models ranked

0

tracked on this benchmark

Score band

no scores yet

Snapshot trend

need ≥2 snapshots

Leaderboard

Tracked models ranked by ROUGE / BERTScore (higher is better).

Compare candidates

No leaderboard entries are tracked for this benchmark yet.

How to read this benchmark

This benchmark scores models where higher is better. Use scores for directional filtering and shortlisting, not universal quality ranking; then validate pricing, context window, provider availability, and fit for your workload.

Trust this score when

  • There is a fresh timestamped snapshot (or multiple snapshots) for this benchmark.
  • The model list covers the same version family you can actually deploy today.
  • Top candidates overlap with your required routing and feature requirements.

Be cautious when

  • There is only one benchmark snapshot or the dataset appears stale.
  • The benchmark metric direction is opposite of your decision objective.
  • The score difference between options is narrow and likely within implementation variance.

Last reviewed: Apr 15, 2026