Metric: ROUGE-1 (higher is better)
| # | Model↕ | ROUGE-1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HAHSum | 44.68 | No | - | - | - |
| 2 | Scaled-MatchSum | 44.51 | No | - | - | - |
| 3 | MatchSum | 44.41 | No | Extractive Summarization as Text Matching | 2020-04-19 | Code |
| 4 | A2Summ | 44.11 | No | Align and Attend: Multimodal Summarization with ... | 2023-03-13 | Code |
| 5 | NeRoBERTa | 43.86 | No | - | - | - |
| 6 | BERT-ext + RL | 42.76 | No | Summary Level Training of Sentence Rewriting for... | 2019-09-19 | - |
| 7 | PNBERT | 42.69 | No | Searching for Effective Neural Extractive Summar... | 2019-07-08 | Code |
| 8 | HIBERT | 42.37 | No | HIBERT: Document Level Pre-training of Hierarchi... | 2019-05-16 | - |
| 9 | HER | 42.3 | No | - | - | Code |
| 10 | NeuSUM | 41.59 | No | Neural Document Summarization by Jointly Learnin... | 2018-07-06 | Code |
| 11 | BanditSum | 41.5 | No | BanditSum: Extractive Summarization as a Context... | 2018-09-25 | Code |
| 12 | Latent | 41.05 | No | Neural Latent Extractive Document Summarization | 2018-08-22 | - |
| 13 | Lead-3 baseline | 40.34 | No | Get To The Point: Summarization with Pointer-Gen... | 2017-04-14 | Code |
| 14 | REFRESH | 40 | No | Ranking Sentences for Extractive Summarization w... | 2018-02-23 | Code |
| 15 | ITS | 30.8 | No | Iterative Document Representation Learning Towar... | 2018-09-27 | Code |