Confidence Decision Faithfulness - GSM8K - Policy Consistency: leaderboard

Metric: Policy Consistency (0-1). Source: arxiv.org. 10 models tracked.

Top models

#ModelScore
1Llama 4 Maverick1
2Gemma 3n E4B (IT)0.99
3Gemini 2.5 Flash0.99
4GPT-4.1 Mini0.99
5Qwen 3 Next 80B A3B (Thinking)0.98
6Gemini 3 Flash0.98
7DeepSeek V3.2 (Non-reasoning)0.97
8DeepSeek V3.2 (Thinking)0.93
9GPT-5 Mini0.91
10GPT-5 Nano0.65

Interactive version: theaggregate.ai/benchmark?slug=confidence-decision-faithfulness-gsm8k-policy-consistency · How It Works · Data refreshed daily, snapshot 2026-09-19.