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

Text Summarization on DUC 2004 Task 1

Metric: ROUGE-2 (higher is better)

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#Model↕ROUGE-2▼Extra DataPaperDate↕Code
1Transformer LM17.74NoSample Efficient Text Summarization Using a Sing...2019-05-21Code
2Transformer+LRPE+PE+Re-ranking+Ensemble11.78NoPositional Encoding to Control Output Sequence L...2019-04-16Code
3Transformer+LRPE+PE+ALONE+Re-ranking11.63NoAll Word Embeddings from One Embedding2020-04-25Code
4Transformer+WDrop11.45YesRethinking Perturbations in Encoder-Decoders for...2021-04-05Code
5Reinforced-Topic-ConvS2S10.85NoA Reinforced Topic-Aware Convolutional Sequence-...2018-05-09-
6DRGD10.75NoDeep Recurrent Generative Decoder for Abstractiv...2017-08-02Code
7EndDec+WFE10.54NoCutting-off Redundant Repeating Generations for ...2016-12-31-
8Seq2seq + selective + MTL + ERAM10.24No---
9SEASS9.56NoSelective Encoding for Abstractive Sentence Summ...2017-04-24Code
10words-lvt5k-1sent9.42NoAbstractive Text Summarization Using Sequence-to...2016-02-19Code
11Abs+8.49NoA Neural Attention Model for Abstractive Sentenc...2015-09-02Code
12RAS-Elman8.26No---
13Abs7.06NoA Neural Attention Model for Abstractive Sentenc...2015-09-02Code