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Mathematical Reasoning on AMC 2023 (Pass@16)

100Pass@16Base
97.498.07598.7599.425Jan 7, 2026

Evaluation results

MethodLinks
BaseBase Model=DeepSeek-R1-Distill-Qwen-7B2026.01100
DASTBase Model=DeepSeek-R1-Distill-Qwen-7B2026.01100
RF-BBase Model=DeepSeek-R1-Distill-Qwen-7B2026.01100
SPAEBase Model=DeepSeek-R1-Distill-Qwen-7B2026.01100
RF-BBase Model=DeepSeek-R1-Distill-Llama-8B2026.01100
SPAEBase Model=DeepSeek-R1-Distill-Llama-8B2026.01100
BaseBase Model=Qwen3-4B-Thinking2026.01100
DAPOBase Model=Qwen3-4B-Thinking2026.01100
RF-BBase Model=Qwen3-4B-Thinking2026.01100
SPAEBase Model=Qwen3-4B-Thinking2026.01100
LC-R1Base Model=DeepSeek-R1-Distill-Qwen-7B2026.0197.5
EntropyBase Model=DeepSeek-R1-Distill-Qwen-7B2026.0197.5
KTAEBase Model=DeepSeek-R1-Distill-Qwen-7B2026.0197.5
DAPOBase Model=DeepSeek-R1-Distill-Qwen-7B2026.0197.5
BaseBase Model=DeepSeek-R1-Distill-Llama-8B2026.0197.5
DAPOBase Model=DeepSeek-R1-Distill-Llama-8B2026.0197.5