Text Summarization on Arxiv HEP-TH citation graph

Metric: ROUGE-2 (higher is better)

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#	Model↕	ROUGE-2▼	Extra Data	Paper	Date↕	Code
1	Top Down Transformer (AdaPool) (464M)	21.93	No	Long Document Summarization with Top-down and Bo...	2022-03-15	Code
2	LongT5	21.92	No	LongT5: Efficient Text-To-Text Transformer for L...	2021-12-15	Code
3	Pegasus-X	21.8	No	Investigating Efficiently Extending Transformers...	2022-08-08	Code
4	ExtSum + oracle segmentation (extractive)	21.04	No	Document Summarization with Text Segmentation	2023-01-20	-
5	Lodoss-full-large (extractive)	20.72	No	Toward Unifying Text Segmentation and Long Docum...	2022-10-28	Code
6	ExtSum + supervised segmentation (extractive)	20.68	No	Document Summarization with Text Segmentation	2023-01-20	-
7	Lodoss-full-base (extractive)	20.5	No	Toward Unifying Text Segmentation and Long Docum...	2022-10-28	Code
8	MemSum (extractive)	20.3	No	MemSum: Extractive Summarization of Long Documen...	2021-07-19	Code
9	FactorSum	20.27	No	Factorizing Content and Budget Decisions in Abst...	2022-05-25	Code
10	DeepPyramidion	19.99	No	-	-	-
11	Blockwise(baseline)	19.39	No	-	-	-
12	HAT-BART	19.19	Yes	Hierarchical Learning for Generation with Long S...	2021-04-15	-
13	ExtSum-LG+RdLoss	17.79	No	Systematically Exploring Redundancy Reduction in...	2020-11-30	Code
14	HiStruct+	17.67	No	HiStruct+: Improving Extractive Text Summarizati...	2022-03-17	-
15	DANCER PEGASUS	17.6	Yes	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
16	ExtSum-LG+MMR-Select+	17.5	No	Systematically Exploring Redundancy Reduction in...	2020-11-30	Code
17	ExtSum-LG	17.37	No	Extractive Summarization of Long Documents by Co...	2019-09-17	Code
18	DANCER RUM	16.54	No	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
19	DANCER LSTM	15.92	No	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
20	GenCompareSum	15.15	No	-	-	Code

#1Top Down Transformer (AdaPool) (464M)SOTA
21.93
ROUGE-2· 2022-03-15
Long Document Summarization with Top-down and Bottom-up Inference Code
#2LongT5SOTA
21.92
ROUGE-2· 2021-12-15
LongT5: Efficient Text-To-Text Transformer for Long Sequences Code
#3Pegasus-X
21.8
ROUGE-2· 2022-08-08
Investigating Efficiently Extending Transformers for Long Input Summarization Code
#4ExtSum + oracle segmentation (extractive)
21.04
ROUGE-2· 2023-01-20
Document Summarization with Text Segmentation
#5Lodoss-full-large (extractive)
20.72
ROUGE-2· 2022-10-28
Toward Unifying Text Segmentation and Long Document Summarization Code
#6ExtSum + supervised segmentation (extractive)
20.68
ROUGE-2· 2023-01-20
Document Summarization with Text Segmentation
#7Lodoss-full-base (extractive)
20.5
ROUGE-2· 2022-10-28
Toward Unifying Text Segmentation and Long Document Summarization Code
#8MemSum (extractive)SOTA
20.3
ROUGE-2· 2021-07-19
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes Code
#9FactorSum
20.27
ROUGE-2· 2022-05-25
Factorizing Content and Budget Decisions in Abstractive Summarization of Long Documents Code
#10DeepPyramidion
19.99
ROUGE-2
No paper
#11Blockwise(baseline)
19.39
ROUGE-2
No paper
#12HAT-BARTSOTA
19.19
ROUGE-2· Extra Data· 2021-04-15
Hierarchical Learning for Generation with Long Source Sequences
#13ExtSum-LG+RdLossSOTA
17.79
ROUGE-2· 2020-11-30
Systematically Exploring Redundancy Reduction in Summarizing Long Documents Code
#14HiStruct+
17.67
ROUGE-2· 2022-03-17
HiStruct+: Improving Extractive Text Summarization with Hierarchical Structure Information
#15DANCER PEGASUSSOTA
17.6
ROUGE-2· Extra Data· 2020-04-13
A Divide-and-Conquer Approach to the Summarization of Long Documents Code
#16ExtSum-LG+MMR-Select+
17.5
ROUGE-2· 2020-11-30
Systematically Exploring Redundancy Reduction in Summarizing Long Documents Code
#17ExtSum-LGSOTA
17.37
ROUGE-2· 2019-09-17
Extractive Summarization of Long Documents by Combining Global and Local Context Code
#18DANCER RUM
16.54
ROUGE-2· 2020-04-13
A Divide-and-Conquer Approach to the Summarization of Long Documents Code
#19DANCER LSTM
15.92
ROUGE-2· 2020-04-13
A Divide-and-Conquer Approach to the Summarization of Long Documents Code
#20GenCompareSum
15.15
ROUGE-2
No paperCode