Summarization on Multilingual SUM SR
24.5Best AccuracyTask-level fine-tuning
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Task-level fine-tuning2025.06 | 24.5 | — | |
| Many-shot (ours)Masking Strategy=mask all targets2025.06 | 23.9 | 23.9 | |
| Many-shot (ours)Masking Strategy=mask last target2025.06 | 22.5 | 22.5 | |
| Few-shotMasking Strategy=mask all targets2025.06 | 21.8 | 21.8 | |
| Few-shotMasking Strategy=mask last target2025.06 | 21.4 | 21.4 | |
| Many-shotStrategy=autoregressive2025.06 | 20.8 | 20.8 | |
| Zero shot2025.06 | 19.7 | 19.7 | |
| No fine-tuning2025.06 | 18.4 | 18 |