Unconditional Text Generation on ROCStories
86.8MAUVETEncDM Enc
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TEncDM Encself-conditioning=p=0.952026.04 | 86.8 | 29.6 | 31.4 | |
| TEncDM Encq-sampling=t_act/T=0.5, self-conditioning=p=0.952026.04 | 85.8 | 25.5 | 29.9 | |
| TEncDM Encq-sampling=t_act/T=0.4, self-conditioning=p=0.52026.04 | 82.1 | 29.1 | 26.6 | |
| Diffusion-LMq-sampling=t_act/T=0.3, self-conditioning=p=0.52026.04 | 81.6 | 41 | 22.9 | |
| TEncDM Encself-conditioning=p=0.52026.04 | 81.1 | 29 | 26.4 | |
| Diffusion-LMq-sampling=t_act/T=0.2, self-conditioning=p=0.952026.04 | 80.9 | 50.1 | 27.1 | |
| SMOOTHIEImplementation=own2025.05 | 80.7 | 24.9 | 25.1 | |
| TEncDM Embq-sampling=t_act/T=0.5, self-conditioning=p=0.952026.04 | 80.2 | 29.5 | 25.7 | |
| GPT-2Model Type=Autoregressive2025.05 | 78.9 | 20.5 | 25.2 | |
| TEncDM Embself-conditioning=p=0.952026.04 | 77.7 | 36 | 27.8 | |
| TEncDM Encq-sampling=t_act/T=0.42026.04 | 76.9 | 29.9 | 24.3 | |
| TEncDM2025.05 | 76.2 | 29.1 | 29.5 | |
| Diffusion-LMself-conditioning=p=0.952026.04 | 75.2 | 59.5 | 29 | |
| Diffusion-LMq-sampling=t_act/T=0.32026.04 | 72.7 | 42.7 | 17.4 | |
| Diffusion-LMself-conditioning=p=0.52026.04 | 71.3 | 73.8 | 30.2 | |
| TEncDM Enc2026.04 | 67.1 | 57.1 | 32.2 | |
| MDLMReproduced with original code=true2025.05 | 63.9 | 58.1 | 35.1 | |
| TEncDM Embq-sampling=t_act/T=0.4, self-conditioning=p=0.52026.04 | 62.7 | 28.6 | 19.5 | |
| TEncDM Embself-conditioning=p=0.52026.04 | 56.1 | 42.4 | 24.7 | |
| EmbeddingImplementation=own2025.05 | 41.5 | 28.3 | 26.1 | |
| TEncDM Embq-sampling=t_act/T=0.42026.04 | 41.1 | 71.6 | 30.5 | |
| Diffusion-LM2026.04 | 16.2 | 148.9 | 33.7 | |
| SimplexImplementation=own2025.05 | 15.2 | 25.3 | 12.4 | |
| TEncDM Emb2026.04 | 12.5 | 131.4 | 37.4 | |
| SeqDiffuSeq2025.05 | 10.3 | 29.3 | 13.7 | |
| DiffuSeq2025.05 | 8.6 | 50.5 | 12.4 | |
| AR-DiffusionReproduced with original code=true2025.05 | 6.6 | 41.8 | 10.1 |