Abstractive Summarization on XSum (ROUGE + Acceptance/Verification Metrics)
40.2ROUGE-1HVT
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HVTDecoding Algorithm=HVT (Proposed)2025.07 | 40.2 | 12 | 38 | 73.8 | 61.5 | |
| DSBDDecoding Algorithm=DSBD2025.07 | 39.5 | 16.5 | 37.1 | 69.4 | 52.8 | |
| Multinomial DecodingDecoding Algorithm=Multinomial Decoding2025.07 | 38.8 | 15.9 | 36.4 | — | — | |
| Speculative DecodingDecoding Algorithm=Speculative Decoding2025.07 | 38.6 | 15.7 | 36.1 | 64.1 | 41.2 | |
| Greedy DecodingDecoding Algorithm=Greedy Decoding2025.07 | 38.2 | 15.4 | 35.7 | — | — |