LLM Reference
QMSumactive

QMSum: Query-based Multi-domain Meeting Summarization

Metric: ROUGE (higher is better)Introduced: 2021

Query-focused meeting summarization benchmark with 1,808 query-summary pairs across parliamentary, product, and academic meeting transcripts. High benchmark score alone doesn't make a model the right pick — weigh it against pricing, API availability, and release date.

Models ranked

0

tracked on this benchmark

Score band

no scores yet

Snapshot trend

need ≥2 snapshots

Leaderboard

Tracked models ranked by ROUGE (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. Scores are useful for directional filtering and shortlisting — not for universal quality ranking. Prefer benchmarks closest to your workload, then validate the linked model pages for pricing, context window, and provider availability.

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.

FAQ

What does the QMSum benchmark measure?

Query-focused meeting summarization benchmark with 1,808 query-summary pairs across parliamentary, product, and academic meeting transcripts. On this page it lists 0 tracked model variants where higher is better.

Is a higher Query-based Multi-domain Meeting Summarization score always better?

For this benchmark, higher is better. A high score helps you shortlist, but confirm pricing, context window, and provider availability on each model page before committing — the top scorer is not always the right pick for your workload or budget.

How current is this Query-based Multi-domain Meeting Summarization data?

This benchmark was last reviewed on Apr 15, 2026. Re-check the linked model pages for the freshest provider and pricing detail.

Last reviewed: Apr 15, 2026