Metric: ROUGE-L (higher is better)
| # | Model↕ | ROUGE-L▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HAHSum | 40.75 | No | - | - | - |
| 2 | MatchSum | 40.55 | No | Extractive Summarization as Text Matching | 2020-04-19 | Code |
| 3 | Scaled-MatchSum | 40.287 | No | - | - | - |
| 4 | NeRoBERTa | 40.2 | No | - | - | - |
| 5 | BERT-ext + RL | 39.11 | No | Summary Level Training of Sentence Rewriting for... | 2019-09-19 | - |
| 6 | PNBERT | 38.85 | No | Searching for Effective Neural Extractive Summar... | 2019-07-08 | Code |
| 7 | HIBERT | 38.83 | No | HIBERT: Document Level Pre-training of Hierarchi... | 2019-05-16 | - |
| 8 | NeuSUM | 37.98 | No | Neural Document Summarization by Jointly Learnin... | 2018-07-06 | Code |
| 9 | HER | 37.9 | No | - | - | Code |
| 10 | BanditSum | 37.6 | No | BanditSum: Extractive Summarization as a Context... | 2018-09-25 | Code |
| 11 | Latent | 37.54 | No | Neural Latent Extractive Document Summarization | 2018-08-22 | - |
| 12 | REFRESH | 36.6 | No | Ranking Sentences for Extractive Summarization w... | 2018-02-23 | Code |
| 13 | Lead-3 baseline | 36.57 | No | Get To The Point: Summarization with Pointer-Gen... | 2017-04-14 | Code |
| 14 | A2Summ | 35.92 | No | Align and Attend: Multimodal Summarization with ... | 2023-03-13 | Code |