Evolving-Context Summarization Repair on StreamSum
0.3625ROUGE-LLLaDAsteering
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LLaDAsteeringMethod Type=Diffusion Repair (ours), Backbone=LLaDA2026.06 | 0.3625 | 0.5423 | 0.8638 | 32 | 7.61 | |
| LLaDA1-step DistillMethod Type=Diffusion Repair (ours), Backbone=LLaDA, Variant=1-step Distill2026.06 | 0.3608 | 0.3369 | 0.853 | 0.25 | 0.08 | |
| LLaDA1-stepMethod Type=Diffusion Repair (ours), Backbone=LLaDA, Variant=1-step2026.06 | 0.3602 | 0.4704 | 0.8507 | 0.25 | 0.04 | |
| DCR (LLaMA-3-8B)Method Type=Autoregressive Refinement, Backbone=LLaMA-3-8B2026.06 | 0.3594 | 0.534 | 0.8632 | 16.83 | 0.78 | |
| LLaMA-3-8BMethod Type=Full Generation, Backbone=LLaMA-3-8B, Context Configuration=full context2026.06 | 0.3489 | 0.5303 | 0.8596 | 127.05 | 7.73 | |
| LLaMA-3-8BContext=full context, Task=Full Regeneration2026.06 | 0.3489 | 0.5303 | 0.8596 | 127.05 | 7.73 | |
| LLaDAsteeringMethod Group=Diffusion Repair (ours)2026.06 | 0.2515 | 0.4795 | 0.6895 | 32 | 7.69 | |
| LLaDA1-stepMethod Group=Diffusion Repair (ours)2026.06 | 0.25 | 0.3403 | 0.6345 | 1 | 0.31 | |
| LLaDA1-step DistillMethod Group=Diffusion Repair (ours)2026.06 | 0.2462 | 0.3505 | 0.6377 | 1 | 0.43 | |
| DCRBackbone=LLaMA-3-8B, Method Group=Autoregressive Refinement2026.06 | 0.2354 | 0.487 | 0.7174 | 277 | 9.46 | |
| LLaMA-3-8BContext=early context, Task=AR Draft2026.06 | 0.2261 | 0.4908 | 0.5432 | 117.07 | 3.2 |