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ResearchFormerly WizWand

Mathematical Reasoning on AIME 2024 (Mean@64 accuracy)

53.6Mean@64 AccuracyAgentic Proposing
44.2446.6749.151.53Feb 3, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Agentic Proposingtraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0253.6
Polaristraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0251.7
Deepmathtraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0251.2
PromptCot 2.0training budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0250.9
MathSmithtraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0250.3
Socratic-zerotraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0250.2
PromptCoTtraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0250.1
Qwen3-4B-Instruct-2507mode=zero-shot2026.0249.8
OpenthoughtsS3training budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0249.6
DeepSeek-V3.2-Spetraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0249.5
OpenR1mathtraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0249.4
Claude4.5-Opustraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0248.3
GPT-5.2-Hightraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0247.7
NuminaMathtraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0247.3
Qwen3-Maxtraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0246.2
R-zerotraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0245.8
Gemini-3-Protraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0245.5
Wizardmathtraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0244.8
Metamathtraining budget=10,000-trajectory, recipe=GRPO, backbone=Qwen3-4B-Instruct-25072026.0244.6