Code Translation on F2SBench
91.2Computational Accuracy (C)SWIFTTRANS
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SWIFTTRANSLLM=Qwen2.5-7B2026.06 | 91.2 | 82.7 | 86.9 | 90.3 | 62.1 | 472 | 573 | 203 | 168 | 217 | 90.2 | 292 | |
| SWIFTTRANSLLM=StarCoder-7B2026.06 | 89.7 | 82 | 85.4 | 88.7 | 61.5 | 497 | 577 | 228 | 186 | 233 | 89.4 | 311 | |
| Cor.-OnlyLLM=GPT-52026.06 | 88 | 81.4 | 85.6 | 88.1 | 63.8 | 766 | 801 | 373 | 223 | 288 | 86.4 | 528 | |
| SWIFTTRANSLLM=Qwen2.5-3B2026.06 | 87.5 | 80.5 | 81.4 | 88.5 | 59.9 | 561 | 593 | 252 | 218 | 239 | 86.9 | 339 | |
| F2STransLLM=Qwen2.5-7B2026.06 | 85.6 | 75.6 | 82.2 | 86.7 | 49.6 | 1,228 | 1,089 | 423 | 261 | 508 | 84.6 | 731 | |
| F2STransLLM=Qwen2.5-3B2026.06 | 84.8 | 73 | 79.4 | 85.2 | 44.8 | 1,239 | 1,006 | 440 | 270 | 522 | 82 | 744 | |
| Cor.+Eff.LLM=GPT-52026.06 | 79.9 | 72.9 | 78.5 | 84.1 | 50.1 | 690 | 721 | 309 | 172 | 257 | 79.8 | 453 | |
| Cor.-OnlyLLM=Qwen3-Next-80B2026.06 | 69.7 | 61 | 64.8 | 75.2 | 50.4 | 1,397 | 1,164 | 523 | 257 | 356 | 73.3 | 776 | |
| Cor.+Eff.LLM=Qwen3-Next-80B2026.06 | 66 | 51.7 | 55.1 | 68.3 | 44.6 | 1,274 | 814 | 419 | 222 | 339 | 68.6 | 667 | |
| Cor.→Eff.LLM=GPT-52026.06 | 62.3 | 46.3 | 52.3 | 58.4 | 49.2 | 645 | 675 | 278 | 131 | 197 | 62.7 | 399 | |
| Cor.→Eff.LLM=Qwen3-Next-80B2026.06 | 50 | 43.9 | 48 | 50.9 | 35.5 | 936 | 769 | 395 | 221 | 284 | 59.3 | 565 |