HAE-GEO - Clean Answer Quality: leaderboard

Deep-search agents on clean web evidence, before any poisoning: semantic rubric score 0-2. Higher is better. Source: arxiv.org/abs/2609.06027.

Metric: Rubric Score (0-2). Source: arxiv.org. Saturation forecast: Around July 2027. 10 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.5 397B A17B1.53#154
2GPT-5.6 Sol1.53#22
3Qwen 3.6 35B A3B1.53#239
4MiniMax-M31.45#151
5Kimi K31.43#35
6Qwen 3.8 27B1.43#125
7GLM-5.21.42#79
8Claude Opus 4.81.35#40
9DeepSeek V4 Flash1.34#155
10GLM-4.7 Flash1.18#543

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

Interactive version: theaggregate.ai/benchmark?slug=hae-geo-clean-answer-quality · How It Works · Data refreshed daily, snapshot 2026-11-06.