Abstractive Summarization on AESLC
36.51ROUGE-LPEGASUS_LARGE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PEGASUS_LARGEPre-training strategy=mixed, stochastic2019.12 | 36.51 | 37.68 | 21.25 | |
| EPRBackbone=LLaMA-7B, Evaluation Setting=Few-shot (ICL)2025.05 | 26 | — | — | |
| LLM-RBackbone=LLaMA-7B, Evaluation Setting=Few-shot (ICL)2025.05 | 26 | — | — | |
| GENICLBackbone=LLaMA-7B, Evaluation Setting=Few-shot (ICL)2025.05 | 24.4 | — | — | |
| BM25Backbone=LLaMA-7B, Evaluation Setting=Few-shot (ICL)2025.05 | 23.9 | — | — | |
| E5baseBackbone=LLaMA-7B, Evaluation Setting=Few-shot (ICL)2025.05 | 23.4 | — | — | |
| SBERTBackbone=LLaMA-7B, Evaluation Setting=Few-shot (ICL)2025.05 | 22.3 | — | — | |
| CBDSBackbone=LLaMA-7B, Evaluation Setting=Few-shot (ICL)2025.05 | 20.5 | — | — | |
| Se²2024.02 | 14 | — | — | |
| UPRISE2024.02 | 13.4 | — | — | |
| BM252024.02 | 11.6 | — | — | |
| Instructor2024.02 | 10.3 | — | — | |
| Best-of-102024.02 | 9.2 | — | — | |
| SBERT2024.02 | 7.8 | — | — | |
| RandomBackbone=LLaMA-7B, Evaluation Setting=Few-shot (ICL)2025.05 | 6.5 | — | — | |
| Zero-shotBackbone=LLaMA-7B, Evaluation Setting=Zero-shot2025.05 | 5.7 | — | — | |
| Random2024.02 | 3.1 | — | — | |
| Zero-shot2024.02 | 1.8 | — | — | |
| PEGASUS_LARGENumber of Parameters=470M2022.08 | — | — | 21.2 | |
| Prior SOTA2022.08 | — | — | 21.2 | |
| Z-Code++_LARGENumber of Parameters=710M2022.08 | — | — | 22.5 |