| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Text Summarization | Gigaword (test) | ROUGE-146.99 | 75 | |
| Abstractive Summarization | Gigaword (test) | ROUGE-139.81 | 58 | |
| Summarization | Gigaword (test) | ROUGE-220.7 | 38 | |
| Summarization | Gigaword | ROUGE-L36.88 | 38 | |
| Abstractive Summarization | Annotated English Gigaword (test) | ROUGE-139.61 | 15 | |
| Abstractive Text Summarization | Gigaword | ROUGE-139.65 | 14 | |
| Abstractive Summarization | Gigaword full-length F1 (test) | ROUGE-1 F137.04 | 12 | |
| Abstractive Summarization | Gigaword non-anonymized (test) | ROUGE-138.45 | 7 | |
| Abstractive Summarization | Gigaword 3.8M | ROUGE-139.25 | 7 | |
| Sentence Compression | Gigaword | ROUGE-1 F129.14 | 6 | |
| Abstractive Summarization | Gigaword 10k samples | ROUGE-135.51 | 6 | |
| Summarization | Gigaword sampled 200 instances (test) | Informativeness2.846 | 6 | |
| Summarization | Gigaword 100 randomly-selected articles (test) | Informativity3.55 | 6 | |
| Summarization | Gigaword two length limit | ROUGE-1 F-Score36.54 | 6 | |
| Sentence Compression | Gigaword (test) | ROUGE-139.63 | 5 | |
| Summarization | Gigaword (evaluation) | ROUGE-140.4 | 5 | |
| Abstractive Summarization | Gigaword 3995k samples (test) | ROUGE-139.14 | 5 | |
| Abstractive Summarization | Gigaword (dev) | Perplexity16.4 | 5 | |
| Sentence Summarization | Internal English Gigaword (test) | ROUGE-146.86 | 5 | |
| Abstractive Summarization | Gigaword (internal test) | ROUGE-136.4 | 5 | |
| Text Summarization | Gigaword | Rank 1 Proportion47 | 4 | |
| Language Modeling | GigaWord v5 (test) | Perplexity38.3 | 2 |