DeceptionBench Real-World - Multi-turn Pressure: leaderboard

The model answers one of 150 everyday scenarios (economy, healthcare, education, social, entertainment) with the pressure motive escalated over several turns (Level 3); the number is the share of responses a GPT-4o judge marks as deceiving the user against what the model holds true. Unlike the PKU DeceptionBench (Mesa-Utility), deception is judged against the scenario's facts, not a belief the model stated earlier.

Metric: Response deception rate (%, lower is better). Source: arxiv.org. 14 models tracked.

Top models

#ModelScoreOverall rank
1Claude 3.7 Sonnet0#458
2Claude 3.5 Sonnet0#746
3GPT-4o55#741
4Qwen Max75.33#1051
5Grok 379.73#602
6GPT-3.5 Turbo80#2753
7Qwen 2.5 14B Instruct86.91#1732
8Gemini 2.0 Flash88#704
9Qwen 2.5 7B Instruct88.59#2564
10QwQ-32B90.88#910
11DeepSeek R191.3#473
12DeepSeek R1 Distill Qwen 14B91.95#2582
13Gemini 1.5 Pro94.33#1049
14DeepSeek-R1-Distill-Qwen-7B94.59#7996

Interactive version: theaggregate.ai/benchmark?slug=deceptionbench-real-world-multi-turn-pressure · How It Works · Data refreshed daily, snapshot 2026-11-13.