Data-to-Text Generation on WebNLG Standard
100Schema ValidityND-PSDD
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ND-PSDD2026.04 | 100 | 93 | 0.29 | 45 | 10.5 | 2.98 | 15.6 | |
| CircuitSynth2026.04 | 100 | 99 | 0.03 | 6 | 52.1 | 2.08 | 8.8 | |
| TreeSynth2026.04 | 96.8 | 91 | 0.14 | 21 | 35.2 | 2.29 | 9.8 | |
| GraphRAG2026.04 | 91.2 | 89 | 0.15 | 25 | 26.5 | 2.38 | 10.9 | |
| CS-NoConstAblation=No Constraints2026.04 | 88.4 | 86 | 0.11 | 18 | 38.2 | 2.15 | 9.2 | |
| Evol-Instruct2026.04 | 82.5 | 79 | 0.18 | 31 | 19.4 | 2.71 | 12.8 | |
| Qwen 2.5 7BParameters=7B2026.04 | 79.1 | 84 | 0.2 | 35 | 16.8 | 2.58 | 11.5 | |
| Llama-3.1-8BParameters=8B2026.04 | 76.4 | 82 | 0.22 | 38 | 15.2 | 2.65 | 12.1 |