language benchmark
SQuALITY
SQuALITY (Summarization-format QUestion Answering with Long Input Texts, Yes!) is a long-document summarization dataset built by hiring highly-qualified contractors to read public-domain short stories (3000-6000 words) and write original summaries from scratch. Each document has five summaries: one overview and four question-focused summaries. Designed to address limitations in existing summarization datasets by providing high-quality, faithful summaries.
Updated Aug 11, 2026
Models5
Model coverage5
MetricScore
EvidenceB
SQuALITY Ranking
Higher score ranks better on this benchmark.
| 01 | MI | 24.3% | 100.0% | 5 | C | |
| 02 | MI | 24.1% | 75.0% | 5 | C | |
| 03 | AM Nova ProAmazon | 19.8% | 50.0% | 5 | C | |
| 04 | AMNova LiteAmazon | 19.2% | 25.0% | 5 | C | |
| 05 | AMNova MicroAmazon | 18.8% | 0.0% | 5 | C |
SQuALITY Score Distribution
A closer view of the leading scores on this benchmark.
SQuALITY Highlights
The leading models and scores on this benchmark.
What is SQuALITY?
What SQuALITY measures and how its scores work.
SQuALITY (Summarization-format QUestion Answering with Long Input Texts, Yes!) is a long-document summarization dataset built by hiring highly-qualified contractors to read public-domain short stories (3000-6000 words) and write original summaries from scratch. Each document has five summaries: one overview and four question-focused summaries. Designed to address limitations in existing summarization datasets by providing high-quality, faithful summaries.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- SQuALITY
- Modality
- text
- Primary category
- language
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- squality|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about SQuALITY.
Which model scores highest on SQuALITY?
Phi-3.5-mini-instruct is currently ranked first with 24.3%.
What does SQuALITY measure?
SQuALITY (Summarization-format QUestion Answering with Long Input Texts, Yes!) is a long-document summarization dataset built by hiring highly-qualified contractors to read public-domain short stories (3000-6000 words) and write original summaries from scratch. Each document has five summaries: one overview and four question-focused summaries. Designed to address limitations in existing summarization datasets by providing high-quality, faithful summaries.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
5 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.