Text Summarization on DUC 2004 Task 1

Metric: ROUGE-L (higher is better)

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#	Model↕	ROUGE-L▼	Extra Data	Paper	Date↕	Code
1	Transformer+LRPE+PE+Re-ranking+Ensemble	28.52	No	Positional Encoding to Control Output Sequence L...	2019-04-16	Code
2	Transformer+WDrop	28.51	Yes	Rethinking Perturbations in Encoder-Decoders for...	2021-04-05	Code
3	Transformer+LRPE+PE+ALONE+Re-ranking	28.24	No	All Word Embeddings from One Embedding	2020-04-25	Code
4	EndDec+WFE	27.8	No	Cutting-off Redundant Repeating Generations for ...	2016-12-31	-
5	Reinforced-Topic-ConvS2S	27.68	No	A Reinforced Topic-Aware Convolutional Sequence-...	2018-05-09	-
6	DRGD	27.48	No	Deep Recurrent Generative Decoder for Abstractiv...	2017-08-02	Code
7	SEASS	25.51	No	Selective Encoding for Abstractive Sentence Summ...	2017-04-24	Code
8	Seq2seq + selective + MTL + ERAM	25.24	No	-	-	-
9	words-lvt5k-1sent	25.24	No	Abstractive Text Summarization Using Sequence-to...	2016-02-19	Code
10	RAS-Elman	24.06	No	-	-	-
11	Abs+	23.81	No	A Neural Attention Model for Abstractive Sentenc...	2015-09-02	Code
12	ABS	22.05	No	A Neural Attention Model for Abstractive Sentenc...	2015-09-02	Code
13	Abs	22.05	No	A Neural Attention Model for Abstractive Sentenc...	2015-09-02	Code

#1Transformer+LRPE+PE+Re-ranking+EnsembleSOTA
28.52
ROUGE-L· 2019-04-16
Positional Encoding to Control Output Sequence Length Code
#2Transformer+WDrop
28.51
ROUGE-L· Extra Data· 2021-04-05
Rethinking Perturbations in Encoder-Decoders for Fast Training Code
#3Transformer+LRPE+PE+ALONE+Re-ranking
28.24
ROUGE-L· 2020-04-25
All Word Embeddings from One Embedding Code
#4EndDec+WFESOTA
27.8
ROUGE-L· 2016-12-31
Cutting-off Redundant Repeating Generations for Neural Abstractive Summarization
#5Reinforced-Topic-ConvS2S
27.68
ROUGE-L· 2018-05-09
A Reinforced Topic-Aware Convolutional Sequence-to-Sequence Model for Abstractive Text Summarization
#6DRGD
27.48
ROUGE-L· 2017-08-02
Deep Recurrent Generative Decoder for Abstractive Text Summarization Code
#7SEASS
25.51
ROUGE-L· 2017-04-24
Selective Encoding for Abstractive Sentence Summarization Code
#8Seq2seq + selective + MTL + ERAM
25.24
ROUGE-L
No paper
#9words-lvt5k-1sentSOTA
25.24
ROUGE-L· 2016-02-19
Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond Code
#10RAS-Elman
24.06
ROUGE-L
No paper
#11Abs+SOTA
23.81
ROUGE-L· 2015-09-02
A Neural Attention Model for Abstractive Sentence Summarization Code
#12ABS
22.05
ROUGE-L· 2015-09-02
A Neural Attention Model for Abstractive Sentence Summarization Code
#13Abs
22.05
ROUGE-L· 2015-09-02
A Neural Attention Model for Abstractive Sentence Summarization Code