| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| IMDb (test) | O-PPL10.89 | 27 | 4d ago | ||
| Yelp (test) | FUDGE | Perplexity (PPL)10.3 | 20 | 4d ago | |
| Sentiment Control Positive Target | DGLM | Positive Prop. (RoBERTa)98.9 | 12 | 4d ago | |
| AGNews (test) | Output Perplexity (O-PPL)16.94 | 12 | 4d ago | ||
| Multi-Attribute Control | PriorControl | Average Score92.2 | 10 | 4d ago | |
| E2E Syntax Spans | Diffusion-LM+ + Ours | Ctrl95.33 | 5 | 4d ago | |
| E2E Semantic Content | Diffusion-LM+ + Ours | Ctrl85.06 | 5 | 4d ago | |
| Triple-aspect Controllable Text Generation | PROMPT GATING | Perplexity (PPL)21.87 | 3 | 4d ago | |
| Double-aspect controllable text generation | PROMPT GATING | Sentiment Score4.44 | 3 | 4d ago | |
| Quadruple-aspect Controllable Text Generation | PROMPT GATING | PPL20.9 | 2 | 4d ago |
