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BART-LS
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Adapting Pretrained Text-to-Text Models for Long …
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50.30
|
2022-09-21
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|
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DeepPyramidion
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Sparsifying Transformer Models with Trainable Rep…
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47.81
|
2020-09-10
|
|
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LongT5
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LongT5: Efficient Text-To-Text Transformer for Lo…
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46.67
|
2021-12-15
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|
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Top Down Transformer (AdaPool) (464M)
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Long Document Summarization with Top-down and Bot…
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46.47
|
2022-03-15
|
|
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eyeglaxs
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Scaling Up Summarization: Leveraging Large Langua…
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45.96
|
2024-08-28
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|
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GoSum (extractive)
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GoSum: Extractive Summarization of Long Documents…
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45.10
|
2022-11-18
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|
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PEGASUS
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PEGASUS: Pre-training with Extracted Gap-sentence…
|
45.09
|
2019-12-18
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|
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Sent-CLF
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On Extractive and Abstractive Neural Document Sum…
|
45.01
|
2019-09-07
|
|
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Lodoss-full-large (extractive)
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Toward Unifying Text Segmentation and Long Docume…
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44.84
|
2022-10-28
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|
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ExtSum-LG
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Extractive Summarization of Long Documents by Com…
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44.81
|
2019-09-17
|
|
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MemSum (extractive)
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MemSum: Extractive Summarization of Long Document…
|
44.42
|
2021-07-19
|
|
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Lodoss-full-base (extractive)
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Toward Unifying Text Segmentation and Long Docume…
|
44.40
|
2022-10-28
|
|
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FactorSum
|
Factorizing Content and Budget Decisions in Abstr…
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43.76
|
2022-05-25
|
|
|
Sent-PTR
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On Extractive and Abstractive Neural Document Sum…
|
43.30
|
2019-09-07
|
|
|
GRETEL
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GRETEL: Graph Contrastive Topic Enhanced Language…
|
43.16
|
2022-08-21
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|
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DANCER PEGASUS
|
A Divide-and-Conquer Approach to the Summarizatio…
|
42.42
|
2020-04-13
|
|
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BigBird-Pegasus
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Big Bird: Transformers for Longer Sequences
|
42.33
|
2020-07-28
|
|
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HiStruct+
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HiStruct+: Improving Extractive Text Summarizatio…
|
42.11
|
2022-03-17
|
|
|
TLM-I+E
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On Extractive and Abstractive Neural Document Sum…
|
41.43
|
2019-09-07
|
|
|
ExtSum-LG+MMR-Select+
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Systematically Exploring Redundancy Reduction in …
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40.99
|
2020-11-30
|
|
|
ExtSum-LG+RdLoss
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Systematically Exploring Redundancy Reduction in …
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40.95
|
2020-11-30
|
|
|
DANCER LSTM
|
A Divide-and-Conquer Approach to the Summarizatio…
|
40.27
|
2020-04-13
|
|
|
DANCER RUM
|
A Divide-and-Conquer Approach to the Summarizatio…
|
40.25
|
2020-04-13
|
|
|
Discourse
|
A Discourse-Aware Attention Model for Abstractive…
|
38.93
|
2018-04-16
|
|
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MatchSum (BERT-base)
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Extractive Summarization as Text Matching
|
36.75
|
2020-04-19
|
|
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HAT-BART
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Hierarchical Learning for Generation with Long So…
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36.69
|
2021-04-15
|
|
|
Pntr-Gen-Seq2Seq
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Get To The Point: Summarization with Pointer-Gene…
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35.86
|
2017-04-14
|
|
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Fastformer
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Fastformer: Additive Attention Can Be All You Need
|
34.81
|
2021-08-20
|
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