Graph-to-Text Generation on WebNLG English (test)
66.5BLEU-4MGSA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MGSApublished_results=true2026.05 | 66.5 | 46.9 | 76.5 | — | |
| GAP (WEBNLG)reproduced=true, training_set=WEBNLG2026.05 | 66.3 | 46.9 | 76.3 | 4.65 | |
| JointGTpublished_results=true2026.05 | 65.9 | 47.2 | 76.1 | — | |
| LLaMA 3.3-70Bmode=SFT2026.05 | 57.6 | 42.8 | 69.4 | 3.44 | |
| LLaMA 3.1-8Bmode=SFT2026.05 | 57.2 | 42.6 | 68.8 | 3.38 | |
| Graph-LLaDAlambda_scaling=0.25, technique=λ-scaled structural decoding2026.05 | 55.4 | 43.4 | 69.5 | 3.37 | |
| LLaDA-8Bmode=SFT, lambda_scaling=0.5, technique=λ-scaled structural decoding2026.05 | 53.7 | 43.4 | 68.6 | 3.18 | |
| LLaMA 3.3-70Bmode=zero-shot2026.05 | 51.4 | 41 | 66.9 | 3.15 | |
| Qwen3-8Bmode=zero-shot2026.05 | 48.4 | 40.5 | 63.8 | 2.9 | |
| LLaMA 3.1-8Bmode=zero-shot2026.05 | 44.5 | 37.9 | 61.2 | 2.64 | |
| LLaDA-8Bmode=SFT2026.05 | 44.3 | 41.5 | 63.5 | 2.17 | |
| LLaDA-8Bmode=zero-shot2026.05 | 42.2 | 36.1 | 62.3 | 2.5 | |
| Dream-7Bmode=zero-shot2026.05 | 23.4 | 25.5 | 56.9 | 2.23 | |
| GAP (LAGRANGE)reproduced=true, training_set=LAGRANGE2026.05 | 23.3 | 28.9 | 40.8 | 1.78 |