Text Summarization on DUC 2004 Task 1

Metric: ROUGE-2 (higher is better)

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#	Model↕	ROUGE-2▼	Extra Data	Paper	Date↕	Code
1	Transformer LM	17.74	No	Sample Efficient Text Summarization Using a Sing...	2019-05-21	Code
2	Transformer+LRPE+PE+Re-ranking+Ensemble	11.78	No	Positional Encoding to Control Output Sequence L...	2019-04-16	Code
3	Transformer+LRPE+PE+ALONE+Re-ranking	11.63	No	All Word Embeddings from One Embedding	2020-04-25	Code
4	Transformer+WDrop	11.45	Yes	Rethinking Perturbations in Encoder-Decoders for...	2021-04-05	Code
5	Reinforced-Topic-ConvS2S	10.85	No	A Reinforced Topic-Aware Convolutional Sequence-...	2018-05-09	-
6	DRGD	10.75	No	Deep Recurrent Generative Decoder for Abstractiv...	2017-08-02	Code
7	EndDec+WFE	10.54	No	Cutting-off Redundant Repeating Generations for ...	2016-12-31	-
8	Seq2seq + selective + MTL + ERAM	10.24	No	-	-	-
9	SEASS	9.56	No	Selective Encoding for Abstractive Sentence Summ...	2017-04-24	Code
10	words-lvt5k-1sent	9.42	No	Abstractive Text Summarization Using Sequence-to...	2016-02-19	Code
11	Abs+	8.49	No	A Neural Attention Model for Abstractive Sentenc...	2015-09-02	Code
12	RAS-Elman	8.26	No	-	-	-
13	Abs	7.06	No	A Neural Attention Model for Abstractive Sentenc...	2015-09-02	Code

#1Transformer LMSOTA
17.74
ROUGE-2· 2019-05-21
Sample Efficient Text Summarization Using a Single Pre-Trained Transformer Code
#2Transformer+LRPE+PE+Re-ranking+EnsembleSOTA
11.78
ROUGE-2· 2019-04-16
Positional Encoding to Control Output Sequence Length Code
#3Transformer+LRPE+PE+ALONE+Re-ranking
11.63
ROUGE-2· 2020-04-25
All Word Embeddings from One Embedding Code
#4Transformer+WDrop
11.45
ROUGE-2· Extra Data· 2021-04-05
Rethinking Perturbations in Encoder-Decoders for Fast Training Code
#5Reinforced-Topic-ConvS2SSOTA
10.85
ROUGE-2· 2018-05-09
A Reinforced Topic-Aware Convolutional Sequence-to-Sequence Model for Abstractive Text Summarization
#6DRGDSOTA
10.75
ROUGE-2· 2017-08-02
Deep Recurrent Generative Decoder for Abstractive Text Summarization Code
#7EndDec+WFESOTA
10.54
ROUGE-2· 2016-12-31
Cutting-off Redundant Repeating Generations for Neural Abstractive Summarization
#8Seq2seq + selective + MTL + ERAM
10.24
ROUGE-2
No paper
#9SEASS
9.56
ROUGE-2· 2017-04-24
Selective Encoding for Abstractive Sentence Summarization Code
#10words-lvt5k-1sentSOTA
9.42
ROUGE-2· 2016-02-19
Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond Code
#11Abs+SOTA
8.49
ROUGE-2· 2015-09-02
A Neural Attention Model for Abstractive Sentence Summarization Code
#12RAS-Elman
8.26
ROUGE-2
No paper
#13Abs
7.06
ROUGE-2· 2015-09-02
A Neural Attention Model for Abstractive Sentence Summarization Code