The Aggregate - Long-tail Book Recall: leaderboard

Metric: Accuracy (%). Source: theaggregate.ai. Saturation forecast: Around September 2027. 18 models tracked.

Top models

#ModelScoreOverall rank
1Claude Fable 5.1 (High)69.5#8 (Claude Fable 5.1)
2Claude Fable 5 (High)69.1#13 (Claude Fable 5)
3Claude Opus 5 (High)62.8#11 (Claude Opus 5)
4Gemini 3.7 Flash (High)56.7#20 (Gemini 3.7 Flash)
5GPT-5.6 Sol (High)55.3#16 (GPT-5.6 Sol)
6GPT-6 Astra (High)50.7#5 (GPT-6 Astra)
7GPT-5.4 (High)46.1#76 (GPT-5.4)
8DeepSeek V4 Pro (High)44#96 (DeepSeek V4 Pro)
9Claude Opus 4.8 (High)42.2#33 (Claude Opus 4.8)
10Muse Spark 1.3 (High)39.4#22 (Muse Spark 1.3)
11GPT-5.4 Mini (High)38.3#202 (GPT-5.4 Mini)
12GPT-5.2 (High)37.2#105 (GPT-5.2)
13Qwen 3.6 Plus (High)31.9#113 (Qwen 3.6 Plus)
14Kimi K2.6 (High)30.5#99 (Kimi K2.6)
15GPT-OSS-120B (High)17.4#330 (GPT-OSS-120B)

No result here: #3 Claude Opus 5.5, #9 GPT-6.1 Sol, #10 Claude Sonnet 5.5.

Interactive version: theaggregate.ai/benchmark?slug=the-aggregate-long-tail-book-recall · How It Works · Data refreshed daily, snapshot 2026-10-11.