IKP - T7: leaderboard

IKP's hardest obscurity tier tests extreme long-tail factual recall about entities and researchers. Accuracy on all 172 cleaned T7 questions, answered without retrieval or supplied evidence; missing evaluations are not counted as wrong answers.

Metric: Accuracy (%). Source: 01.me. Saturation forecast: Around 2031. 137 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Flash (Preview) (Medium)28.49#90 (Gemini 3 Flash (Preview))
2Gemini 3 Flash (Preview)23.84#90
3Gemini 2.5 Pro (Preview)22.09#136
4Gemini 2.5 Pro (Medium)21.51#159 (Gemini 2.5 Pro)
5GPT-4.120.93#258
6GPT-5.5 (Medium)20.93#33 (GPT-5.5)
7GPT-5.520.35#33
8Claude Fable 520.35#20
9GLM-519.19#149
10GPT-5 Pro18.6#89
11O318.02#132
12GPT-5.4 Pro (xHigh)18.02#38 (GPT-5.4 Pro)
13GPT-516.86#105
14GPT-4.1 Mini16.86#363
15Gemini 2.0 Flash (001)16.86#365

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

Interactive version: theaggregate.ai/benchmark?slug=ikp-t7 · How It Works · Data refreshed daily, snapshot 2026-11-05.