LLM Stats (SQuALITY): leaderboard

Abstractive summarization of long narratives (short stories ~5K words) with multiple reference summaries per story testing comprehension and synthesis.

Metric: Score (%). Source: llm-stats.com. Saturation forecast: Estimated already saturated. 5 models tracked.

Top models

#ModelScoreOverall rank
1Phi-3.5-mini-instruct24.3#1167
2Phi-3.5-MoE-instruct24.1#700
3Nova Pro19.8#569
4Nova Lite19.2#754
5Nova Micro18.8#898

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=llm-stats-squality · How It Works · Data refreshed daily, snapshot 2026-10-20.