Summarization on DialogSum (R-L, AIL, RCO)
36.45ROUGE-LBatch (Full)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Batch (Full)Backbone=Qwen-3-4B, Processing Mode=Offline2026.05 | 36.45 | 70.7 | 100 | |
| Batch (Full)Backbone=Qwen2.5-3B-Instruct, Processing Mode=Offline2026.05 | 36.39 | 70.59 | 100 | |
| Proactive-EntrBackbone=Qwen-3-4B, Processing Mode=Streaming2026.05 | 34.62 | 48.91 | 82 | |
| Proactive-EntrBackbone=Qwen2.5-3B-Instruct, Processing Mode=Streaming2026.05 | 33.89 | 50.77 | 81 | |
| Proactive-AttnBackbone=Qwen2.5-3B-Instruct, Processing Mode=Streaming2026.05 | 32.18 | 49.13 | 81 | |
| Proactive-AttnBackbone=Qwen-3-4B, Processing Mode=Streaming2026.05 | 31.85 | 47.12 | 78 | |
| Wait-9Backbone=Qwen-3-4B, Processing Mode=Streaming, Wait-k interval=92026.05 | 15.04 | 0.12 | 67 | |
| Wait-7Backbone=Qwen-3-4B, Processing Mode=Streaming, Wait-k interval=72026.05 | 14.15 | -2.23 | 63 | |
| Wait-9Backbone=Qwen2.5-3B-Instruct, Processing Mode=Streaming, Wait-k interval=92026.05 | 14.1 | -0.63 | 64 | |
| Wait-7Backbone=Qwen2.5-3B-Instruct, Processing Mode=Streaming, Wait-k interval=72026.05 | 13.44 | -2.89 | 60 | |
| Wait-5Backbone=Qwen-3-4B, Processing Mode=Streaming, Wait-k interval=52026.05 | 13.38 | -4.85 | 56 | |
| Wait-3Backbone=Qwen-3-4B, Processing Mode=Streaming, Wait-k interval=32026.05 | 12.92 | -6.61 | 45 | |
| Wait-5Backbone=Qwen2.5-3B-Instruct, Processing Mode=Streaming, Wait-k interval=52026.05 | 12.82 | -5.14 | 53 | |
| Wait-3Backbone=Qwen2.5-3B-Instruct, Processing Mode=Streaming, Wait-k interval=32026.05 | 12.15 | -7.5 | 42 |