Token Rewards Evaluation - AMC23: leaderboard

Token Rewards Evaluation - AMC23. Reported benchmark pass@1;Qwen3 modes explicit. GRPO/P2T trained variants retain independent identities; source Table1. Metric: Pass@1 (%). Primary published table; source configurations remain distinct.

Metric: Pass@1 (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 15 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 1.7B (Thinking)85.3#1178 (Qwen 3 1.7B)
2DeepSeek R1 Distill Qwen 1.5B62.9#1535
3Qwen 3 1.7B (Non-reasoning)50.5#1178 (Qwen 3 1.7B)
4Qwen2.5-Math-7B40#1467
5Llama 3.2 3B Instruct22.5#1336

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

Interactive version: theaggregate.ai/benchmark?slug=token-rewards-evaluation-amc23 · How It Works · Data refreshed daily, snapshot 2026-10-16.