AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

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.

Evaluation context and evidence

Source
LLM Stats
Publisher
Not recorded
Benchmark release
Not recorded
Collected
2026-08-17
Modality
text

These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.

Original sources

Reported results 5

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
Phi-3.5-mini-instruct0.243Not recordedNot recorded2024-08-23 · model_announcementLLM Stats
Phi-3.5-MoE-instruct0.241Not recordedNot recorded2024-08-23 · model_announcementLLM Stats
Nova Pro0.198Not recordedNot recorded2024-11-20 · model_announcementLLM Stats
Nova Lite0.192Not recordedNot recorded2024-11-20 · model_announcementLLM Stats
Nova Micro0.188Not recordedNot recorded2024-11-20 · model_announcementLLM Stats