Metric: ROUGE-2 (higher is better)
| # | Model↕ | ROUGE-2▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | OmniVec2 | 34.1 | Yes | - | - | - |
| 2 | InstructDS | 31.3 | No | Instructive Dialogue Summarization with Query Ag... | 2023-10-17 | Code |
| 3 | MoCa | 30.57 | No | Momentum Calibration for Text Generation | 2022-12-08 | - |
| 4 | PEGASUS 2B + SliC | 29.88 | No | Calibrating Sequence likelihood Improves Conditi... | 2022-09-30 | - |
| 5 | ConDigSum | 29.3 | No | Topic-Aware Contrastive Learning for Abstractive... | 2021-09-10 | Code |
| 6 | SICK | 28.81 | No | Mind the Gap! Injecting Commonsense Knowledge fo... | 2022-09-02 | Code |
| 7 | HAT-CNNDM | 28.27 | No | Hierarchical Learning for Generation with Long S... | 2021-04-15 | - |
| 8 | BART-Large | 27 | No | Topic-Aware Contrastive Learning for Abstractive... | 2021-09-10 | Code |
| 9 | CriSPO 3-shot | 20.8 | No | CriSPO: Multi-Aspect Critique-Suggestion-guided ... | 2024-10-03 | Code |