Clearing FoG - QALD10-en Self-Consistency Hit at 1: leaderboard

Clearing FoG compares question answering without access to a knowledge graph. Direct answers, chain-of-thought prompting and self-consistency are measured separately. Hit at 1 (%).

Metric: Hit at 1 (%). Source: arxiv.org. Saturation forecast: Around March 2027. 2 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek V329.97#324
2GPT-4o Mini28.57#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-qald10-en-self-consistency-hit-at-1 · How It Works · Data refreshed daily, snapshot 2026-10-29.