Text Summarization on SAMSum
Metric: ROUGE-1 (higher is better)
Metric: ROUGE-1 (higher is better)
| # | Model↕ | ROUGE-1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | OmniVec2 | 59.1 | Yes | - | - | - |
| 2 | InstructDS | 55.3 | No | Instructive Dialogue Summarization with Query Ag... | 2023-10-17 | Code |
| 3 | MoCa | 55.13 | No | Momentum Calibration for Text Generation | 2022-12-08 | - |
| 4 | PEGASUS 2B + SliC | 54.37 | No | Calibrating Sequence likelihood Improves Conditi... | 2022-09-30 | - |
| 5 | ConDigSum | 54.3 | No | Topic-Aware Contrastive Learning for Abstractive... | 2021-09-10 | Code |
| 6 | SICK | 53.73 | No | Mind the Gap! Injecting Commonsense Knowledge fo... | 2022-09-02 | Code |
| 7 | HAT-CNNDM | 53.01 | No | Hierarchical Learning for Generation with Long S... | 2021-04-15 | - |
| 8 | BART-Large | 52.6 | No | Topic-Aware Contrastive Learning for Abstractive... | 2021-09-10 | Code |
| 9 | CriSPO 3-shot | 47.2 | No | CriSPO: Multi-Aspect Critique-Suggestion-guided ... | 2024-10-03 | Code |
| 10 | Mistral 7B + SigExt | 44.1 | No | Salient Information Prompting to Steer Content i... | 2024-10-03 | Code |