Datasets › QuALITY

QuALITY (Question Answering with Long Input Texts, Yes!)

Introduced by Richard Yuanzhe Pang et al. in QuALITY: Question Answering with Long Input Texts, Yes!16 Dec 2021 archive 2025-07-28

QuALITY (Question Answering with Long Input Texts, Yes!) is a multiple-choice question answering dataset for long document comprehension. The dataset consists of context passages in English that have an average length of about 5,000 tokens, much longer than typical current models can process. Unlike in prior work with passages, the questions are written and validated by contributors who have read the entire passage, rather than relying on summaries or excerpts.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Question Answering QuALITY Claude 1.3 (5-shot) Accuracy 84.1 Model Card and Evaluations for Claude Models — 4 Compare

Papers archive 2025-07-28

2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 98. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval 3 1 31 Jan 2024 ran 2 of 2 samples (0 unverified)
Model Card and Evaluations for Claude Models 0 3 11 Jul 2023 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

CC BY 4.0 License

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • QuALITY

1 variant name, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections