Summarization on PubMed 2018 (test)
55.05ROUGE-1Oracle (ROUGE-2, F1)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Oracle (ROUGE-2, F1)Learning paradigm=Supervised (Upper Bound), Summarization strategy=Extractive2020.05 | 55.05 | 27.48 | 38.66 | |
| Sent-CLFLearning paradigm=Supervised, Summarization strategy=Extractive, Year=20192020.05 | 45.01 | 19.91 | 41.16 | |
| GlobalLocalContLearning paradigm=Supervised, Summarization strategy=Extractive, Year=20192020.05 | 44.85 | 19.7 | 31.43 | |
| Cheng & LapataLearning paradigm=Supervised, Summarization strategy=Extractive, Year=20162020.05 | 43.89 | 18.53 | 30.17 | |
| SummaRuNNerLearning paradigm=Supervised, Summarization strategy=Extractive, Year=20172020.05 | 43.89 | 18.78 | 30.36 | |
| HIPORANKLearning paradigm=Unsupervised, Summarization strategy=Extractive2020.05 | 43.58 | 17 | 39.31 | |
| Sent-PTRLearning paradigm=Supervised, Summarization strategy=Extractive, Year=20192020.05 | 43.3 | 17.92 | 39.47 | |
| PACSUMLearning paradigm=Unsupervised, Summarization strategy=Extractive, Year=20192020.05 | 39.79 | 14 | 36.09 | |
| LexRankLearning paradigm=Unsupervised, Summarization strategy=Extractive, Year=20042020.05 | 39.19 | 13.89 | 34.59 | |
| Discourse-awareLearning paradigm=Supervised, Summarization strategy=Abstractive, Year=20182020.05 | 38.93 | 15.37 | 35.21 | |
| SumBasicLearning paradigm=Unsupervised, Summarization strategy=Extractive, Year=20072020.05 | 37.15 | 11.36 | 33.43 | |
| Pntr-Gen-Seq2SeqLearning paradigm=Supervised, Summarization strategy=Abstractive, Year=20172020.05 | 35.86 | 10.22 | 29.69 | |
| LeadLearning paradigm=Rule-based baseline, Summarization strategy=Extractive, Tokens (k)=2032020.05 | 35.63 | 12.28 | 25.17 | |
| LSALearning paradigm=Unsupervised, Summarization strategy=Extractive, Year=20042020.05 | 33.89 | 9.93 | 29.7 | |
| Attn-Seq2SeqLearning paradigm=Supervised, Summarization strategy=Abstractive, Year=20162020.05 | 31.55 | 8.52 | 27.38 |