Summarization on DIALOGSUM
51.6ROUGE-LSenti-UniLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Senti-UniLM2025.12 | 51.6 | 58.93 | 18.75 | |
| UniLM2025.12 | 48.82 | 56.49 | 18.62 | |
| Pegasus2025.12 | 41.72 | 53.17 | 32.34 | |
| Bart-Finetunetraining_mode=fine-tuned2025.12 | 37.65 | 42.85 | 15.82 | |
| TeacherBackbone=Gemma-7B-IT2025.09 | 37.09 | — | — | |
| CSD (T, S)Loss=CSD (T, S)2025.09 | 35.67 | — | — | |
| JSLoss=JS2025.09 | 35.6 | — | — | |
| JeffreyLoss=Jeffrey2025.09 | 35.29 | — | — | |
| KLLoss=KL2025.09 | 35.02 | — | — | |
| MultiBARTFew-shot samples=1002022.11 | 33.79 | 42.16 | 15.71 | |
| UNISUMMFew-shot samples=1002022.11 | 33.74 | 42.43 | 15.64 | |
| ECPE-Textrank2025.12 | 33.16 | 35.3 | 13 | |
| BART-PTFew-shot samples=1002022.11 | 32.76 | 41.2 | 13.97 | |
| DLD-max (T)Loss=DLD-max (T)2025.09 | 32.54 | — | — | |
| PEGASUSFew-shot samples=1002022.11 | 32.29 | 41.02 | 14.53 | |
| BART-FTFew-shot samples=1002022.11 | 31.4 | 38.77 | 12.91 | |
| UNISUMMFew-shot samples=102022.11 | 31.07 | 38.76 | 13.38 | |
| MultiBARTFew-shot samples=102022.11 | 30.24 | 37.05 | 12.61 | |
| TextRank2025.12 | 29.85 | 31.91 | 11.3 | |
| PEGASUSFew-shot samples=102022.11 | 28.49 | 36.44 | 10.89 | |
| BART-PTFew-shot samples=102022.11 | 27.9 | 33.46 | 10.08 | |
| TVLoss=TV2025.09 | 27.49 | — | — | |
| SRKLLoss=SRKL2025.09 | 26.68 | — | — | |
| SKLLoss=SKL2025.09 | 25.86 | — | — | |
| BART-FTFew-shot samples=102022.11 | 22.83 | 28.62 | 5.97 | |
| RKLLoss=RKL2025.09 | 0 | — | — | |
| DLD (S)Loss=DLD (S)2025.09 | 0 | — | — | |
| GPT-3.5 (text-davinci-002)Few-shot samples=12022.11 | — | — | 13.08 |