Metric: ROUGE-1 (higher is better)
| # | Model↕ | ROUGE-1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Transformer+WDrop | 33.06 | Yes | Rethinking Perturbations in Encoder-Decoders for... | 2021-04-05 | Code |
| 2 | Transformer+LRPE+PE+Re-ranking+Ensemble | 32.85 | No | Positional Encoding to Control Output Sequence L... | 2019-04-16 | Code |
| 3 | Transformer+LRPE+PE+ALONE+Re-ranking | 32.57 | No | All Word Embeddings from One Embedding | 2020-04-25 | Code |
| 4 | EndDec+WFE | 32.28 | No | Cutting-off Redundant Repeating Generations for ... | 2016-12-31 | - |
| 5 | DRGD | 31.79 | No | Deep Recurrent Generative Decoder for Abstractiv... | 2017-08-02 | Code |
| 6 | Reinforced-Topic-ConvS2S | 31.15 | No | A Reinforced Topic-Aware Convolutional Sequence-... | 2018-05-09 | - |
| 7 | Seq2seq + selective + MTL + ERAM | 29.33 | No | - | - | - |
| 8 | SEASS | 29.21 | No | Selective Encoding for Abstractive Sentence Summ... | 2017-04-24 | Code |
| 9 | RAS-Elman | 28.97 | No | - | - | - |
| 10 | words-lvt5k-1sent | 28.61 | No | Abstractive Text Summarization Using Sequence-to... | 2016-02-19 | Code |
| 11 | Abs+ | 28.18 | No | A Neural Attention Model for Abstractive Sentenc... | 2015-09-02 | Code |
| 12 | Abs | 26.55 | No | A Neural Attention Model for Abstractive Sentenc... | 2015-09-02 | Code |