PerSo - Belief: leaderboard

Table 5; 200 ChangeMyView threads; behavioral pair choice or 400 four-option cognitive instances per dimension; temperature 0, top-k 1; synthetic cognitive labels generated by Gemini 2.5 Pro; not persuasion win rate. Metric: Accuracy (%). Higher is better. Source: https://arxiv.org/html/2610.20548v1

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Around January 2027. 15 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.683#89
2Qwen 3.5 397B A17B (Non-reasoning)80.5#144 (Qwen 3.5 397B A17B)
3DeepSeek V4 Pro80#99
4Gemini 2.5 Pro79.5#150
5Qwen 3.5 397B A17B (Thinking)79#144 (Qwen 3.5 397B A17B)
6DeepSeek V3.176#261
7DeepSeek V3.273.75#201
8Qwen 3.5 35B A3B (Non-reasoning)71.75#250 (Qwen 3.5 35B A3B)
9Qwen 3.5 35B A3B (Thinking)69.75#250 (Qwen 3.5 35B A3B)
10Claude Haiku 4.568.5#275
11Qwen 3.5 4B (Non-reasoning)66#463 (Qwen 3.5 4B)
12Qwen 3.5 4B (Thinking)63.5#463 (Qwen 3.5 4B)
13Gemma 3 27B60#597
14Gemma 3 12B58.25#662
15Gemma 3 4B50#1074

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=perso-belief · How It Works · Data refreshed daily, snapshot 2026-10-16.