| Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory | ✓ Link | 50.30 | 26.70 | 41.60 | | Selfmem | 2023-05-03 |
| BRIO: Bringing Order to Abstractive Summarization | ✓ Link | 49.07 | 25.59 | 40.40 | | BRIO | 2022-03-31 |
| SummaReranker: A Multi-Task Mixture-of-Experts Re-ranking Framework for Abstractive Summarization | ✓ Link | 48.12 | 24.95 | | 40.00 | PEGASUS + SummaReranker | 2022-03-13 |
| SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization | ✓ Link | 47.61 | 24.57 | | 39.44 | PEGASUS + SimCLS | 2021-06-03 |
| PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization | ✓ Link | 47.21 | 24.56 | | | PEGASUSLARGE | 2019-12-18 |
| Hierarchical Learning for Generation with Long Source Sequences | | 45.92 | 22.79 | | | HAT-BART | 2021-04-15 |
| BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension | ✓ Link | 45.14 | 22.27 | 37.25 | | BART | 2019-10-29 |
| Text Summarization with Pretrained Encoders | ✓ Link | 38.81 | 16.50 | 31.27 | | BertSumExtAbs | 2019-08-22 |
| Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization | ✓ Link | 31.89 | 11.54 | 25.75 | | T-ConvS2S | 2018-08-27 |
| Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization | ✓ Link | 29.79 | 8.81 | 22.66 | | Baseline : Extractive Oracle | 2018-08-27 |
| Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization | ✓ Link | 29.70 | 9.21 | 23.24 | | PtGen | 2018-08-27 |
| Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization | ✓ Link | 28.42 | 8.77 | 22.48 | | Seq2Seq | 2018-08-27 |
| Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization | ✓ Link | 28.10 | 8.02 | 21.72 | | PtGen-Covg | 2018-08-27 |
| Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization | ✓ Link | 16.30 | 1.60 | 11.95 | | Baseline : Lead-3 | 2018-08-27 |
| Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization | ✓ Link | 15.16 | 1.78 | 11.27 | | Baseline : Random | 2018-08-27 |
| PaLM 2 Technical Report | ✓ Link | | 23.2 | | | PaLM 2-L (one-shot) | 2023-05-17 |
| PaLM 2 Technical Report | ✓ Link | | 17.2 | | | PaLM 2-M (one-shot) | 2023-05-17 |
| PaLM 2 Technical Report | ✓ Link | | 16.9 | | | PaLM 2-S (one-shot) | 2023-05-17 |