Code Summarization on Code Summarization dataset
78,246Input TokensBase
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BaseRemoval percentage=0%2025.05 | 78,246 | — | 7,668 | — | 85,914 | — | 10.59 | — | |
| DietCodeRemoval percentage=10%2025.05 | 75,217 | 3.87 | 7,340 | 4.28 | 82,557 | 3.9 | 10.8 | 1.98 | |
| LeanCodeRemoval percentage=10%2025.05 | 74,938 | 4.23 | 7,487 | 2.36 | 82,425 | 4.06 | 11.11 | 4.91 | |
| SlimCodeRemoval percentage=10%2025.05 | 74,912 | 4.26 | 7,426 | 3.16 | 82,338 | 4.16 | 10.71 | 1.14 | |
| DietCodeRemoval percentage=20%2025.05 | 72,245 | 7.67 | 7,583 | 1.11 | 79,828 | 7.08 | 10.21 | 3.59 | |
| SlimCodeRemoval percentage=20%2025.05 | 70,734 | 9.96 | 7,715 | 0.61 | 78,449 | 8.69 | 10.89 | 2.83 | |
| LeanCodeRemoval percentage=20%2025.05 | 70,207 | 10.28 | 8,278 | 7.95 | 78,485 | 8.66 | 10.69 | 1.09 | |
| DietCodeRemoval percentage=30%2025.05 | 66,844 | 14.58 | 7,846 | 2.32 | 74,690 | 13.06 | 10.12 | 4.44 | |
| SlimCodeRemoval percentage=30%2025.05 | 65,648 | 16.1 | 7,633 | 0.46 | 73,281 | 14.7 | 10.71 | 1.14 | |
| LeanCodeRemoval percentage=30%2025.05 | 65,322 | 16.51 | 7,607 | 0.8 | 72,929 | 15.11 | 10.77 | 1.7 | |
| DietCodeRemoval percentage=40%2025.05 | 61,534 | 21.36 | 8,015 | 4.52 | 69,549 | 19.06 | 9.95 | 6.04 | |
| SlimCodeRemoval percentage=40%2025.05 | 60,585 | 22.57 | 7,773 | 1.37 | 68,358 | 20.43 | 10.62 | 0.28 | |
| LeanCodeRemoval percentage=40%2025.05 | 60,296 | 22.93 | 8,163 | 6.45 | 68,459 | 20.32 | 10.9 | 2.93 | |
| DietCodeRemoval percentage=50%2025.05 | 56,162 | 28.21 | 7,748 | 1.04 | 63,910 | 25.59 | 9.69 | 8.5 | |
| SlimCodeRemoval percentage=50%2025.05 | 55,335 | 29.28 | 7,496 | 2.24 | 62,831 | 26.86 | 10.6 | 0.09 | |
| LeanCodeRemoval percentage=50%2025.05 | 55,261 | 29.37 | 8,442 | 10.08 | 63,703 | 25.86 | 10.7 | 1.04 |