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SotA/Knowledge Base/Text Summarization/DUC 2004 Task 1

Text Summarization on DUC 2004 Task 1

Metric: ROUGE-L (higher is better)

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#Model↕ROUGE-L▼Extra DataPaperDate↕Code
1Transformer+LRPE+PE+Re-ranking+Ensemble28.52NoPositional Encoding to Control Output Sequence L...2019-04-16Code
2Transformer+WDrop28.51YesRethinking Perturbations in Encoder-Decoders for...2021-04-05Code
3Transformer+LRPE+PE+ALONE+Re-ranking28.24NoAll Word Embeddings from One Embedding2020-04-25Code
4EndDec+WFE27.8NoCutting-off Redundant Repeating Generations for ...2016-12-31-
5Reinforced-Topic-ConvS2S27.68NoA Reinforced Topic-Aware Convolutional Sequence-...2018-05-09-
6DRGD27.48NoDeep Recurrent Generative Decoder for Abstractiv...2017-08-02Code
7SEASS25.51NoSelective Encoding for Abstractive Sentence Summ...2017-04-24Code
8Seq2seq + selective + MTL + ERAM25.24No---
9words-lvt5k-1sent25.24NoAbstractive Text Summarization Using Sequence-to...2016-02-19Code
10RAS-Elman24.06No---
11Abs+23.81NoA Neural Attention Model for Abstractive Sentenc...2015-09-02Code
12ABS22.05NoA Neural Attention Model for Abstractive Sentenc...2015-09-02Code
13Abs22.05NoA Neural Attention Model for Abstractive Sentenc...2015-09-02Code