Text Summarization on Pubmed

Metric: ROUGE-L (higher is better)

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#	Model↕	ROUGE-L▼	Extra Data	Paper	Date↕	Code
1	LongT5	46.67	No	LongT5: Efficient Text-To-Text Transformer for L...	2021-12-15	Code
2	Top Down Transformer (AdaPool) (464M)	46.47	No	Long Document Summarization with Top-down and Bo...	2022-03-15	Code
3	eyeglaxs	45.96	No	Scaling Up Summarization: Leveraging Large Langu...	2024-08-28	-
4	GoSum (extractive)	45.1	No	GoSum: Extractive Summarization of Long Document...	2022-11-18	Code
5	Lodoss-full-large (extractive)	44.84	No	Toward Unifying Text Segmentation and Long Docum...	2022-10-28	Code
6	MemSum (extractive)	44.42	No	MemSum: Extractive Summarization of Long Documen...	2021-07-19	Code
7	Lodoss-full-base (extractive)	44.4	No	Toward Unifying Text Segmentation and Long Docum...	2022-10-28	Code
8	FactorSum	43.76	No	Factorizing Content and Budget Decisions in Abst...	2022-05-25	Code
9	GRETEL	43.16	No	GRETEL: Graph Contrastive Topic Enhanced Languag...	2022-08-21	-
10	DANCER PEGASUS	42.42	Yes	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
11	BigBird-Pegasus	42.33	Yes	Big Bird: Transformers for Longer Sequences	2020-07-28	Code
12	HiStruct+	42.11	No	HiStruct+: Improving Extractive Text Summarizati...	2022-03-17	-
13	ExtSum-LG+MMR-Select+	40.99	No	Systematically Exploring Redundancy Reduction in...	2020-11-30	Code
14	ExtSum-LG+RdLoss	40.95	No	Systematically Exploring Redundancy Reduction in...	2020-11-30	Code
15	DANCER LSTM	40.27	No	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
16	DANCER RUM	40.25	No	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
17	GenCompareSum	38.25	No	-	-	Code
18	MatchSum (BERT-base)	36.75	No	Extractive Summarization as Text Matching	2020-04-19	Code
19	HAT-BART	36.69	Yes	Hierarchical Learning for Generation with Long S...	2021-04-15	-
20	Fastformer	34.81	No	Fastformer: Additive Attention Can Be All You Need	2021-08-20	Code

#1LongT5SOTA
46.67
ROUGE-L· 2021-12-15
LongT5: Efficient Text-To-Text Transformer for Long Sequences Code
#2Top Down Transformer (AdaPool) (464M)
46.47
ROUGE-L· 2022-03-15
Long Document Summarization with Top-down and Bottom-up Inference Code
#3eyeglaxs
45.96
ROUGE-L· 2024-08-28
Scaling Up Summarization: Leveraging Large Language Models for Long Text Extractive Summarization
#4GoSum (extractive)
45.1
ROUGE-L· 2022-11-18
GoSum: Extractive Summarization of Long Documents by Reinforcement Learning and Graph Organized discourse state Code
#5Lodoss-full-large (extractive)
44.84
ROUGE-L· 2022-10-28
Toward Unifying Text Segmentation and Long Document Summarization Code
#6MemSum (extractive)SOTA
44.42
ROUGE-L· 2021-07-19
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes Code
#7Lodoss-full-base (extractive)
44.4
ROUGE-L· 2022-10-28
Toward Unifying Text Segmentation and Long Document Summarization Code
#8FactorSum
43.76
ROUGE-L· 2022-05-25
Factorizing Content and Budget Decisions in Abstractive Summarization of Long Documents Code
#9GRETEL
43.16
ROUGE-L· 2022-08-21
GRETEL: Graph Contrastive Topic Enhanced Language Model for Long Document Extractive Summarization
#10DANCER PEGASUSSOTA
42.42
ROUGE-L· Extra Data· 2020-04-13
A Divide-and-Conquer Approach to the Summarization of Long Documents Code
#11BigBird-Pegasus
42.33
ROUGE-L· Extra Data· 2020-07-28
Big Bird: Transformers for Longer Sequences Code
#12HiStruct+
42.11
ROUGE-L· 2022-03-17
HiStruct+: Improving Extractive Text Summarization with Hierarchical Structure Information
#13ExtSum-LG+MMR-Select+
40.99
ROUGE-L· 2020-11-30
Systematically Exploring Redundancy Reduction in Summarizing Long Documents Code
#14ExtSum-LG+RdLoss
40.95
ROUGE-L· 2020-11-30
Systematically Exploring Redundancy Reduction in Summarizing Long Documents Code
#15DANCER LSTM
40.27
ROUGE-L· 2020-04-13
A Divide-and-Conquer Approach to the Summarization of Long Documents Code
#16DANCER RUM
40.25
ROUGE-L· 2020-04-13
A Divide-and-Conquer Approach to the Summarization of Long Documents Code
#17GenCompareSum
38.25
ROUGE-L
No paperCode
#18MatchSum (BERT-base)
36.75
ROUGE-L· 2020-04-19
Extractive Summarization as Text Matching Code
#19HAT-BART
36.69
ROUGE-L· Extra Data· 2021-04-15
Hierarchical Learning for Generation with Long Source Sequences
#20Fastformer
34.81
ROUGE-L· 2021-08-20
Fastformer: Additive Attention Can Be All You Need Code