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extractive-document-summarization-on-cnn
Extractive Text Summarization
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ModelName
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Neural Extractive Summarization with Hierarchical Attentive Heterogeneous Graph Network
44.68
21.30
40.75
HAHSum
[]()
44.51
20.07
40.287
Scaled-MatchSum
Extractive Summarization as Text Matching
✓ Link
44.41
20.86
40.55
MatchSum
2020-04-19
Align and Attend: Multimodal Summarization with Dual Contrastive Losses
✓ Link
44.11
20.31
35.92
A2Summ
2023-03-13
Considering Nested Tree Structure in Sentence Extractive Summarization with Pre-trained Transformer
43.86
20.64
40.20
NeRoBERTa
Summary Level Training of Sentence Rewriting for Abstractive Summarization
42.76
19.87
39.11
BERT-ext + RL
2019-09-19
Searching for Effective Neural Extractive Summarization: What Works and What's Next
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42.69
19.60
38.85
PNBERT
2019-07-08
HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization
42.37
19.95
38.83
HIBERT
2019-05-16
Reading Like HER: Human Reading Inspired Extractive Summarization
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42.3
18.9
37.9
HER
2019-11-01
Neural Document Summarization by Jointly Learning to Score and Select Sentences
✓ Link
41.59
19.01
37.98
NeuSUM
2018-07-06
BanditSum: Extractive Summarization as a Contextual Bandit
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41.5
18.7
37.6
BanditSum
2018-09-25
Neural Latent Extractive Document Summarization
41.05
18.77
37.54
Latent
2018-08-22
Get To The Point: Summarization with Pointer-Generator Networks
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40.34
17.70
36.57
Lead-3 baseline
2017-04-14
Ranking Sentences for Extractive Summarization with Reinforcement Learning
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40.0
18.2
36.6
REFRESH
2018-02-23
Iterative Document Representation Learning Towards Summarization with Polishing
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30.80
12.6
ITS
2018-09-27