Metric: ROUGE-1 (higher is better)
| # | Model↕ | ROUGE-1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HSSAS | 42.3 | No | A Hierarchical Structured Self-Attentive Model f... | 2018-05-20 | - |
| 2 | SWAP-NET | 41.6 | No | - | - | Code |
| 3 | RNES w/o coherence | 41.25 | No | Learning to Extract Coherent Summary via Deep Re... | 2018-04-19 | - |
| 4 | ML+RL ROUGE+Novel, with LM | 40.02 | No | Improving Abstraction in Text Summarization | 2018-08-23 | - |
| 5 | GAN | 39.92 | No | Generative Adversarial Network for Abstractive T... | 2017-11-26 | Code |
| 6 | ML+RL, with intra-attention | 39.87 | No | A Deep Reinforced Model for Abstractive Summariz... | 2017-05-11 | Code |
| 7 | rnn-ext + abs + RL + rerank | 39.66 | No | Fast Abstractive Summarization with Reinforce-Se... | 2018-05-28 | Code |
| 8 | SummaRuNNer | 39.6 | No | SummaRuNNer: A Recurrent Neural Network based Se... | 2016-11-14 | Code |
| 9 | Lead-3 baseline | 39.2 | No | SummaRuNNer: A Recurrent Neural Network based Se... | 2016-11-14 | Code |
| 10 | KIGN+Prediction-guide | 38.95 | No | - | - | - |
| 11 | Fastformer | 38.54 | No | Fastformer: Additive Attention Can Be All You Need | 2021-08-20 | Code |
| 12 | Tan et al. | 38.1 | No | - | - | - |
| 13 | words-lvt2k-temp-att | 35.46 | No | Abstractive Text Summarization Using Sequence-to... | 2016-02-19 | Code |