Text Summarization on Arxiv HEP-TH citation graph

Metric: ROUGE-L (higher is better)

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#	Model↕	ROUGE-L▼	Extra Data	Paper	Date↕	Code
1	Top Down Transformer (AdaPool) (464M)	45.61	No	Long Document Summarization with Top-down and Bo...	2022-03-15	Code
2	FactorSum	44.76	No	Factorizing Content and Budget Decisions in Abst...	2022-05-25	Code
3	Pegasus-X	44.6	No	Investigating Efficiently Extending Transformers...	2022-08-08	Code
4	ExtSum + oracle segmentation (extractive)	44.34	No	Document Summarization with Text Segmentation	2023-01-20	-
5	LongT5	44.27	No	LongT5: Efficient Text-To-Text Transformer for L...	2021-12-15	Code
6	ExtSum + supervised segmentation (extractive)	44.01	No	Document Summarization with Text Segmentation	2023-01-20	-
7	Lodoss-full-large (extractive)	42.55	No	Toward Unifying Text Segmentation and Long Docum...	2022-10-28	Code
8	MemSum (extractive)	42.54	No	MemSum: Extractive Summarization of Long Documen...	2021-07-19	Code
9	Lodoss-full-base (extractive)	42.28	No	Toward Unifying Text Segmentation and Long Docum...	2022-10-28	Code
10	HAT-BART	42.2	Yes	Hierarchical Learning for Generation with Long S...	2021-04-15	-
11	DANCER PEGASUS	40.56	Yes	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
12	HiStruct+	40.16	No	HiStruct+: Improving Extractive Text Summarizati...	2022-03-17	-
13	ExtSum-LG+RdLoss	39.09	No	Systematically Exploring Redundancy Reduction in...	2020-11-30	Code
14	ExtSum-LG+MMR-Select+	38.97	No	Systematically Exploring Redundancy Reduction in...	2020-11-30	Code
15	DANCER RUM	38.44	No	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
16	DANCER LSTM	37.61	No	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
17	GenCompareSum	36.19	No	-	-	Code

#1Top Down Transformer (AdaPool) (464M)SOTA
45.61
ROUGE-L· 2022-03-15
Long Document Summarization with Top-down and Bottom-up Inference Code
#2FactorSum
44.76
ROUGE-L· 2022-05-25
Factorizing Content and Budget Decisions in Abstractive Summarization of Long Documents Code
#3Pegasus-X
44.6
ROUGE-L· 2022-08-08
Investigating Efficiently Extending Transformers for Long Input Summarization Code
#4ExtSum + oracle segmentation (extractive)
44.34
ROUGE-L· 2023-01-20
Document Summarization with Text Segmentation
#5LongT5SOTA
44.27
ROUGE-L· 2021-12-15
LongT5: Efficient Text-To-Text Transformer for Long Sequences Code
#6ExtSum + supervised segmentation (extractive)
44.01
ROUGE-L· 2023-01-20
Document Summarization with Text Segmentation
#7Lodoss-full-large (extractive)
42.55
ROUGE-L· 2022-10-28
Toward Unifying Text Segmentation and Long Document Summarization Code
#8MemSum (extractive)SOTA
42.54
ROUGE-L· 2021-07-19
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes Code
#9Lodoss-full-base (extractive)
42.28
ROUGE-L· 2022-10-28
Toward Unifying Text Segmentation and Long Document Summarization Code
#10HAT-BARTSOTA
42.2
ROUGE-L· Extra Data· 2021-04-15
Hierarchical Learning for Generation with Long Source Sequences
#11DANCER PEGASUSSOTA
40.56
ROUGE-L· Extra Data· 2020-04-13
A Divide-and-Conquer Approach to the Summarization of Long Documents Code
#12HiStruct+
40.16
ROUGE-L· 2022-03-17
HiStruct+: Improving Extractive Text Summarization with Hierarchical Structure Information
#13ExtSum-LG+RdLoss
39.09
ROUGE-L· 2020-11-30
Systematically Exploring Redundancy Reduction in Summarizing Long Documents Code
#14ExtSum-LG+MMR-Select+
38.97
ROUGE-L· 2020-11-30
Systematically Exploring Redundancy Reduction in Summarizing Long Documents Code
#15DANCER RUM
38.44
ROUGE-L· 2020-04-13
A Divide-and-Conquer Approach to the Summarization of Long Documents Code
#16DANCER LSTM
37.61
ROUGE-L· 2020-04-13
A Divide-and-Conquer Approach to the Summarization of Long Documents Code
#17GenCompareSum
36.19
ROUGE-L
No paperCode