Post-hoc Summarization Repair on DialogSum
0.1866ROUGE-LLLaDAsteering
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LLaDAsteeringMethod Group=Diffusion Repair (ours)2026.06 | 0.1866 | 0.5055 | 0.879 | 7.84 | 0.89 | |
| LLaDAsteeringMethod Type=Diffusion Repair (ours), Backbone=LLaDA2026.06 | 0.1844 | 0.5306 | 0.8355 | 31.97 | 10.46 | |
| LLaDA1-stepMethod Type=Diffusion Repair (ours), Backbone=LLaDA, Variant=1-step2026.06 | 0.1789 | 0.5282 | 0.8241 | 1 | 0.18 | |
| LLaDA1-step DistillMethod Type=Diffusion Repair (ours), Backbone=LLaDA, Variant=1-step Distill2026.06 | 0.1775 | 0.529 | 0.8304 | 1 | 0.19 | |
| LLaMA-3-8BMethod Type=Full Generation, Backbone=LLaMA-3-8B, Context Configuration=full context2026.06 | 0.1762 | 0.5318 | 0.8258 | 87.14 | 3.72 | |
| LLaMA-3-8BContext=full context, Task=Full Regeneration2026.06 | 0.1762 | 0.5318 | 0.8258 | 87.14 | 3.72 | |
| LLaDA1-stepMethod Group=Diffusion Repair (ours)2026.06 | 0.1752 | 0.4867 | 0.8474 | 0.25 | 0.04 | |
| LLaDA1-step DistillMethod Group=Diffusion Repair (ours)2026.06 | 0.1746 | 0.4908 | 0.8518 | 0.25 | 0.04 | |
| DCR (LLaMA-3-8B)Method Type=Autoregressive Refinement, Backbone=LLaMA-3-8B2026.06 | 0.1667 | 0.531 | 0.8378 | 140.48 | 4.96 | |
| LLaMA-3-8BContext=early context, Task=AR Draft2026.06 | 0.1628 | 0.5058 | 0.8513 | 59.92 | 1.61 | |
| DCRBackbone=LLaMA-3-8B, Method Group=Autoregressive Refinement2026.06 | 0.1618 | 0.498 | 0.8649 | 78.51 | 2.78 |