Code Translation on SWIFTBENCH
93.1Accuracy (C)SWIFTTRANS
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SWIFTTRANSLLM=Qwen2.5-7B2026.06 | 93.1 | 92.3 | 96.5 | 93.1 | 91.5 | 563 | 551 | 328 | 313 | 214 | 90.2 | 292 | |
| SWIFTTRANSLLM=StarCoder-7B2026.06 | 92.4 | 91.5 | 95.4 | 92.1 | 91 | 579 | 605 | 352 | 316 | 232 | 89.4 | 311 | |
| Cor.-OnlyLLM=GPT-52026.06 | 90 | 82.3 | 92.8 | 91.1 | 90.4 | 1,010 | 1,071 | 783 | 594 | 484 | 86.4 | 528 | |
| SWIFTTRANSLLM=Qwen2.5-3B2026.06 | 89.1 | 84.3 | 91.7 | 91.3 | 88.1 | 609 | 686 | 384 | 322 | 238 | 86.9 | 339 | |
| F2STransLLM=Qwen2.5-7B2026.06 | 87.8 | 88.6 | 92.8 | 88.4 | 83.1 | 1,518 | 1,599 | 837 | 884 | 639 | 84.6 | 731 | |
| F2STransLLM=Qwen2.5-3B2026.06 | 86.6 | 86.5 | 90.9 | 87.2 | 79.9 | 1,532 | 1,694 | 985 | 897 | 638 | 82 | 744 | |
| Cor.+Eff.LLM=GPT-52026.06 | 83.3 | 75 | 88.3 | 79.8 | 83.6 | 870 | 880 | 623 | 512 | 388 | 79.8 | 453 | |
| Cor.-OnlyLLM=Qwen3-Next-80B2026.06 | 75.1 | 75.8 | 84.2 | 81.6 | 71.4 | 1,651 | 1,729 | 983 | 856 | 682 | 73.3 | 776 | |
| Cor.→Eff.LLM=GPT-52026.06 | 74.9 | 57.1 | 67.9 | 78.5 | 63.3 | 747 | 753 | 582 | 394 | 344 | 62.7 | 399 | |
| Cor.+Eff.LLM=Qwen3-Next-80B2026.06 | 73.5 | 77.6 | 78.4 | 70.7 | 65.5 | 1,509 | 1,538 | 823 | 774 | 586 | 68.6 | 667 | |
| Cor.→Eff.LLM=Qwen3-Next-80B2026.06 | 61.7 | 60.5 | 67.6 | 62.3 | 58.1 | 1,186 | 1,211 | 782 | 656 | 542 | 59.3 | 565 |