Clearing FoG - WikiWebQuestions Self-Consistency Token F1: leaderboard

Clearing FoG compares question answering without access to a knowledge graph. Direct answers, chain-of-thought prompting and self-consistency are measured separately. Token F1 (%).

Metric: Token F1 (%). Source: arxiv.org. Saturation forecast: Around January 2027. 2 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek V349.72#324
2GPT-4o Mini46.34#593

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=clearing-fog-wikiwebquestions-self-consistency-token-f1 · How It Works · Data refreshed daily, snapshot 2026-10-29.