Abstractive Summarization on CNN/Daily Mail anonymized (test)
41.69ROUGE-1RL
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RL2019.01 | 41.69 | 19.47 | 37.92 | — | — | — | — | |
| ML+RL ROUGE+Novel, with LM2018.08 | 40.02 | 15.53 | 37.44 | 3.54 | 21.91 | 37.48 | 47.13 | |
| ML+RL, intra-attn2018.08 | 39.87 | 15.82 | 36.9 | 1.04 | 10.86 | 21.53 | 29.27 | |
| DynamicConvParam=87M2019.01 | 39.84 | 16.25 | 36.73 | — | — | — | — | |
| LightConvParam=86M2019.01 | 39.52 | 15.97 | 36.51 | — | — | — | — | |
| Self-attention baselineParam=90M2019.01 | 39.26 | 15.98 | 36.35 | — | — | — | — | |
| CNN2019.01 | 39.06 | 15.38 | 35.77 | — | — | — | — | |
| LSTM2019.01 | 38.3 | 14.81 | 35.49 | — | — | — | — | |
| words-lvt2k-temp-attVocabulary=2k, Attention=Temporal2016.02 | 35.46 | 13.3 | 32.65 | — | — | — | — | |
| words-lvt2k-hierattVocabulary=2k, Attention=Hierarchical2016.02 | 32.75 | 12.21 | 29.01 | — | — | — | — | |
| words-lvt2kVocabulary=2k, Attention=Basic2016.02 | 32.49 | 11.84 | 29.47 | — | — | — | — | |
| Ground-truth summaries2018.08 | — | — | — | 14.4 | 52.07 | 71.63 | 80.84 |