Text Summarization on CNN DailyMail
38.58ROUGE-1Poolingformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Poolingformer2021.08 | 38.58 | 16.16 | 36.17 | |
| Fastformer2021.08 | 38.54 | 16.22 | 36.21 | |
| Transformer2021.08 | 38.52 | 16.04 | 35.87 | |
| BigBird2021.08 | 38.31 | 15.78 | 35.6 | |
| Linformer2021.08 | 37.96 | 15.58 | 35.34 | |
| Longformer2021.08 | 37.89 | 15.46 | 35.19 | |
| Linear Transformer2021.08 | 37.24 | 14.87 | 34.64 | |
| Qwen3-0.6B2026.03 | 33.25 | 16.58 | 30.83 | |
| OursInference paradigm=w/o Inference, Compression ratio=4x2026.03 | 32.58 | 16.77 | 29.89 | |
| OursInference paradigm=Inference, Compression ratio=4x2026.03 | 32.04 | 15.57 | 30.15 | |
| ICAE2026.03 | 30.76 | 16.48 | 28.84 | |
| AutoCompressor2026.03 | 30.28 | 14.86 | 28.49 | |
| GistToken2026.03 | 29.11 | 14.57 | 27.62 |