Data-to-Text Generation on DART Open
100Schema ValidityND-PSDD
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ND-PSDD2026.04 | 100 | 89 | 0.35 | 0.55 | 7.4 | 3.25 | 18.9 | |
| CircuitSynth2026.04 | 100 | 97 | 0.05 | 0.11 | 46.8 | 2.21 | 9.6 | |
| TreeSynth2026.04 | 92.4 | 86 | 0.19 | 0.3 | 25.1 | 2.44 | 11.2 | |
| GraphRAG2026.04 | 85.6 | 83 | 0.21 | 0.35 | 19.4 | 2.55 | 12.6 | |
| CS-NoConstAblation=No Constraints2026.04 | 80.5 | 79 | 0.17 | 0.25 | 28.5 | 2.31 | 10.5 | |
| Evol-Instruct2026.04 | 75.1 | 70 | 0.24 | 0.41 | 13.8 | 3.1 | 16.1 | |
| Qwen 2.5 7BParameters=7B2026.04 | 69.8 | 77 | 0.28 | 0.44 | 11.2 | 2.92 | 14.8 | |
| Llama-3.1-8BParameters=8B2026.04 | 64.2 | 74 | 0.31 | 0.48 | 9.5 | 3.05 | 15.4 |