Code Generation on MBPP+ (Accuracy, Time, Token)
82.8AccuracyLaTER (training)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LaTER (training)Backbone=Qwen3-14B2026.05 | 82.8 | — | 1,717 | |
| CoT BaselineBackbone=Qwen3-14B2026.05 | 82 | — | 2,144 | |
| LaTER (training-free)Backbone=Qwen3-14B2026.05 | 79.6 | — | 1,760 | |
| CoT-SFTBackbone=Qwen3-14B2026.05 | 78 | — | 1,817 | |
| RecursiveMASRecursion Round=r=3, Setting=Light2026.04 | 37.4 | 805 | 595 | |
| RecursiveMASRecursion Round=r=2, Setting=Light2026.04 | 36.9 | 627 | 531 | |
| RecursiveMASRecursion Round=r=1, Setting=Light2026.04 | 35.1 | 449 | 577 | |
| Recursive-TextMASRecursion Round=r=1, Setting=Light2026.04 | 30.7 | 976 | 1,146 | |
| Recursive-TextMASRecursion Round=r=2, Setting=Light2026.04 | 30 | 1,847 | 1,998 | |
| Recursive-TextMASRecursion Round=r=3, Setting=Light2026.04 | 29.3 | 2,310 | 2,676 |