Metric: ROUGE-1 (higher is better)
| # | Model↕ | ROUGE-1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PRIMER | 49.9 | No | PRIMERA: Pyramid-based Masked Sentence Pre-train... | 2021-10-16 | Code |
| 2 | LongT5 | 48.17 | No | LongT5: Efficient Text-To-Text Transformer for L... | 2021-12-15 | Code |
| 3 | CTF+DPP | 45.84 | No | - | - | - |
| 4 | CopyTransformer | 43.57 | No | Bottom-Up Abstractive Summarization | 2018-08-31 | Code |
| 5 | Hi-MAP | 43.47 | No | Multi-News: a Large-Scale Multi-Document Summari... | 2019-06-04 | Code |
| 6 | PG-BRNN | 42.8 | No | Bottom-Up Abstractive Summarization | 2018-08-31 | Code |