Guided Self-Evolving LLMs with Minimal Human Supervision

Benchmark Model Rank Results
arithmetic-reasoning-on-gsm8kQwen3-8B-Base (R-Few 1%)–Accuracy: 94.0
mathematical-reasoning-on-math-500Qwen3-8B-Base (R-Few 5%)–Accuracy: 82.6
mathematical-reasoning-on-minerva-mathQwen3-8B-Base (R-Few 5%)–Accuracy: 60.3
mathematical-reasoning-on-olympiadbenchQwen3-8B-Base (R-Few 5%)–Accuracy: 46.4
multi-task-language-understanding-on-mmlu-proQwen3-8B-Base (R-Few 5%)–Accuracy: 63.2