Mathematical Reasoning on AIME 2024 (Pass@32, Var)
53.84Pass@32 AccuracyEAPO
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EAPOPolicy Backbone=Qwen3-8B2025.09 | 53.84 | 0.061 | |
| Self-Exploratory RLPolicy Backbone=Qwen3-8B2025.09 | 50.21 | 0.0629 | |
| Expert-Assisted WorkflowPolicy Backbone=Qwen3-8B2025.09 | 44.37 | 0.196 | |
| Base ModelPolicy Backbone=Qwen3-8B2025.09 | 40.84 | 0.1251 | |
| TOP-DStudent Model=Qwen3-1.7B-Base, Paradigm=Distillation, Teacher Model=Qwen3-30B-A3B-Instruct-25072026.07 | 20.31 | — | |
| TOP-DStudent Model=Qwen3-1.7B-Base, Paradigm=Distillation, Teacher Model=Qwen3-30B-A3B-Instruct-25072026.07 | 20.31 | — | |
| TOP-DStudent Model=Qwen3-1.7B-Base, Paradigm=Distillation, Teacher Model=Qwen3-14B2026.07 | 12.81 | — | |
| DAPOStudent Model=Qwen3-1.7B-Base, Paradigm=RLVR, Teacher Model=Qwen3-30B-A3B-Instruct-25072026.07 | 12.29 | — | |
| DAPOStudent Model=Qwen3-1.7B-Base, Paradigm=RLVR, Teacher Model=Qwen3-30B-A3B-Instruct-25072026.07 | 12.29 | — | |
| DAPOStudent Model=Qwen3-1.7B-Base, Paradigm=RLVR, Teacher Model=Qwen3-14B2026.07 | 12.29 | — | |
| GRPOStudent Model=Qwen3-1.7B-Base, Paradigm=RLVR, Teacher Model=Qwen3-30B-A3B-Instruct-25072026.07 | 10.52 | — | |
| GRPOStudent Model=Qwen3-1.7B-Base, Paradigm=RLVR, Teacher Model=Qwen3-30B-A3B-Instruct-25072026.07 | 10.52 | — | |
| GRPOStudent Model=Qwen3-1.7B-Base, Paradigm=RLVR, Teacher Model=Qwen3-14B2026.07 | 10.52 | — | |
| OPDStudent Model=Qwen3-1.7B-Base, Paradigm=Distillation, Teacher Model=Qwen3-30B-A3B-Instruct-25072026.07 | 8.96 | — | |
| OPDStudent Model=Qwen3-1.7B-Base, Paradigm=Distillation, Teacher Model=Qwen3-30B-A3B-Instruct-25072026.07 | 8.96 | — | |
| OPDStudent Model=Qwen3-1.7B-Base, Paradigm=Distillation, Teacher Model=Qwen3-14B2026.07 | 7.81 | — | |
| BaseStudent Model=Qwen3-1.7B-Base, Paradigm=Base, Teacher Model=Qwen3-30B-A3B-Instruct-25072026.07 | 3.44 | — | |
| BaseStudent Model=Qwen3-1.7B-Base, Paradigm=Base, Teacher Model=Qwen3-30B-A3B-Instruct-25072026.07 | 3.44 | — | |
| BaseStudent Model=Qwen3-1.7B-Base, Paradigm=Base, Teacher Model=Qwen3-14B2026.07 | 3.44 | — |