HalluHard: leaderboard

HalluHard — hard hallucination-elicitation prompts; turn-1 hallucination rate (lower is better).

Metric: Turn-1 Hallucination Rate. Source: halluhard.com. Saturation forecast: Around May 2027. 33 models tracked.

Top models

#ModelScoreOverall rank
1GPT-6 Astra0.37#6
2GPT-5.4 (Thinking)0.41#79 (GPT-5.4)
3GPT-5.5 (Medium)0.42#31 (GPT-5.5)
4Claude Fable 50.43#16
5GPT-5.2 (Thinking)0.49#110 (GPT-5.2)
6GPT-5.30.52#103
7Gemini 3.1 Pro (Preview)0.54#58
8Claude Opus 4.70.55#49
9GPT-5.20.55#110
10Claude Sonnet 50.56#57
11Claude Opus 4.50.57#83
12Gemini 3 Pro0.58#80
13Claude Opus 4.60.59#63
14GPT-5 (Thinking)0.59#98 (GPT-5)
15Kimi K2.6 (Thinking)0.6#104 (Kimi K2.6)

No result here: #3 Claude Opus 5.5, #7 GPT-6.1 Sol, #8 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=halluhard · How It Works · Data refreshed daily, snapshot 2026-10-20.