Topic-Guided Text Generation on Synthetic V4
66.4Topic CoverageNDGC
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| NDGCBackbone=MDLM2026.06 | 66.4 | 55 | 7 | 63 | 52.5 | 0 | |
| TOKENWISE EARLYBackbone=MDLM2026.06 | 64.3 | 52.5 | 3 | 52.4 | 52.5 | 3.2 | |
| BM-TOKBackbone=MDLM2026.06 | 63.1 | 43.3 | 3 | 54.3 | 43.3 | 3.1 | |
| NDGCBackbone=SEDD2026.06 | 62.6 | 48.4 | 0.4 | 59.9 | 46.2 | 0 | |
| MDLMBackbone=MDLM2026.06 | 62.4 | 45.8 | 0.2 | 59.8 | 43.7 | 0 | |
| BM-TOKBackbone=SEDD2026.06 | 62.4 | 47.5 | 0.3 | 50.6 | 44.5 | 17.2 | |
| SEDDBackbone=SEDD2026.06 | 61.9 | 46.2 | 0 | 59.6 | 45.1 | 0 | |
| TOKENWISE EARLYBackbone=SEDD2026.06 | 58.7 | 45.7 | 0.4 | 49.6 | 40.1 | 2 |