Clearing FoG - QALD10-en IO Prompt 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: Estimated already saturated. 3 models tracked.

Top models

#ModelScoreOverall rank
1DeepSeek V321.77#324
2GPT-4o Mini18.78#593
3Qwen 2.5 7B Instruct12.3#862

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-io-prompt-hit-at-1 · How It Works · Data refreshed daily, snapshot 2026-10-29.