Data-to-Text Generation on WebNLG (BLEU, SIP, TAG, LAMP, BiSR)
43.22BLEUNon-split
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Non-splitBackbone=Qwen3-1.7B2026.06 | 43.22 | 66.3 | 63 | 70 | 64.4 | 70.3 | 64.4 | 30.4 | 24.9 | |
| DP-forwardBackbone=Qwen3-1.7B2026.06 | 43.11 | 43.9 | 42.4 | 68.7 | 61.2 | 69.1 | 62.7 | 31 | 26.1 | |
| Non-splitBackbone=Llama 3.2-1B2026.06 | 42.84 | 56.8 | 54.2 | 71.5 | 62.1 | 71.6 | 62 | 31.3 | 29.4 | |
| Naive MixBackbone=Qwen3-1.7B2026.06 | 42.25 | 36.8 | 32.4 | 47.8 | 30.8 | 43.2 | 29.3 | 22.3 | 15.5 | |
| MIXGUARDBackbone=Llama 3.2-1B2026.06 | 41.66 | 5.2 | 1.9 | 18.6 | 16.9 | 14.8 | 13.2 | 11.6 | 9.1 | |
| DP-forwardBackbone=Llama 3.2-1B2026.06 | 41.49 | 46.4 | 42.4 | 68.2 | 59.9 | 69.6 | 59.9 | 31.5 | 26.8 | |
| DP-SGDBackbone=Qwen3-1.7B2026.06 | 41.17 | 65.8 | 61.8 | 37.8 | 35.8 | 37.8 | 35.9 | 33.7 | 28.7 | |
| Naive MixBackbone=Llama 3.2-1B2026.06 | 40.76 | 30 | 25.4 | 48.3 | 37.9 | 40.2 | 30.1 | 23.1 | 18.8 | |
| MIXGUARDBackbone=Qwen3-1.7B2026.06 | 39.65 | 8.2 | 3 | 29.2 | 27.8 | 29.2 | 26.1 | 11.2 | 6.7 | |
| DP-SGDBackbone=Llama 3.2-1B2026.06 | 0 | 57.4 | 52.7 | 41.4 | 35.4 | 41 | 35.5 | 10.5 | 8 |