Metric: ROUGE-2 (higher is better)
| # | Model↕ | ROUGE-2▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HAHSum | 21.3 | No | - | - | - |
| 2 | MatchSum | 20.86 | No | Extractive Summarization as Text Matching | 2020-04-19 | Code |
| 3 | NeRoBERTa | 20.64 | No | - | - | - |
| 4 | A2Summ | 20.31 | No | Align and Attend: Multimodal Summarization with ... | 2023-03-13 | Code |
| 5 | Scaled-MatchSum | 20.07 | No | - | - | - |
| 6 | HIBERT | 19.95 | No | HIBERT: Document Level Pre-training of Hierarchi... | 2019-05-16 | - |
| 7 | BERT-ext + RL | 19.87 | No | Summary Level Training of Sentence Rewriting for... | 2019-09-19 | - |
| 8 | PNBERT | 19.6 | No | Searching for Effective Neural Extractive Summar... | 2019-07-08 | Code |
| 9 | NeuSUM | 19.01 | No | Neural Document Summarization by Jointly Learnin... | 2018-07-06 | Code |
| 10 | HER | 18.9 | No | - | - | Code |
| 11 | Latent | 18.77 | No | Neural Latent Extractive Document Summarization | 2018-08-22 | - |
| 12 | BanditSum | 18.7 | No | BanditSum: Extractive Summarization as a Context... | 2018-09-25 | Code |
| 13 | REFRESH | 18.2 | No | Ranking Sentences for Extractive Summarization w... | 2018-02-23 | Code |
| 14 | Lead-3 baseline | 17.7 | No | Get To The Point: Summarization with Pointer-Gen... | 2017-04-14 | Code |
| 15 | ITS | 12.6 | No | Iterative Document Representation Learning Towar... | 2018-09-27 | Code |