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