Tasks
SotA
Datasets
Papers
Methods
Submit
About
SotA
/
Knowledge Base
/
Text Summarization
/
Pubmed
Text Summarization on Pubmed
Metric: ROUGE-2 (higher is better)
Leaderboard
Dataset
Loading chart...
Results
Submit a result
Hide extra data
Export CSV
Sort:
ROUGE-2 (best first)
ROUGE-2 (worst first)
Date (newest first)
Date (oldest first)
Model name (A→Z)
#
Model
↕
ROUGE-2
▼
Extra Data
Paper
Date
↕
Code
1
LongT5
24.76
No
LongT5: Efficient Text-To-Text Transformer for L...
2021-12-15
Code
2
eyeglaxs
24.57
No
Scaling Up Summarization: Leveraging Large Langu...
2024-08-28
-
3
Lodoss-full-large (extractive)
23.89
No
Toward Unifying Text Segmentation and Long Docum...
2022-10-28
Code
4
GoSum (extractive)
23.56
No
GoSum: Extractive Summarization of Long Document...
2022-11-18
Code
5
Lodoss-full-base (extractive)
23.51
No
Toward Unifying Text Segmentation and Long Docum...
2022-10-28
Code
6
Top Down Transformer (AdaPool) (464M)
23.26
No
Long Document Summarization with Top-down and Bo...
2022-03-15
Code
7
MemSum (extractive)
22.94
No
MemSum: Extractive Summarization of Long Documen...
2021-07-19
Code
8
HAT-BART
21.35
Yes
Hierarchical Learning for Generation with Long S...
2021-04-15
-
9
GRETEL
21.2
No
GRETEL: Graph Contrastive Topic Enhanced Languag...
2022-08-21
-
10
DeepPyramidion
21.14
No
Sparsifying Transformer Models with Trainable Re...
2020-09-10
Code
11
BigBird-Pegasus
20.65
Yes
Big Bird: Transformers for Longer Sequences
2020-07-28
Code
12
ExtSum-LG+RdLoss
20.42
No
Systematically Exploring Redundancy Reduction in...
2020-11-30
Code
13
HiStruct+
20.39
No
HiStruct+: Improving Extractive Text Summarizati...
2022-03-17
-
14
ExtSum-LG+MMR-Select+
20.37
No
Systematically Exploring Redundancy Reduction in...
2020-11-30
Code
15
FactorSum
20.33
No
Factorizing Content and Budget Decisions in Abst...
2022-05-25
Code
16
DANCER PEGASUS
19.97
Yes
A Divide-and-Conquer Approach to the Summarizati...
2020-04-13
Code
17
ExtSum-LG
19.74
No
Extractive Summarization of Long Documents by Co...
2019-09-17
Code
18
DANCER LSTM
17.69
No
A Divide-and-Conquer Approach to the Summarizati...
2020-04-13
Code
19
DANCER RUM
17.65
No
A Divide-and-Conquer Approach to the Summarizati...
2020-04-13
Code
20
GenCompareSum
16.51
No
-
-
Code
21
Fastformer
15.44
No
Fastformer: Additive Attention Can Be All You Need
2021-08-20
Code
22
MatchSum (BERT-base)
14.91
No
Extractive Summarization as Text Matching
2020-04-19
Code
#1
LongT5
SOTA
24.76
ROUGE-2
· 2021-12-15
LongT5: Efficient Text-To-Text Transformer for Long Sequences
Code
#2
eyeglaxs
24.57
ROUGE-2
· 2024-08-28
Scaling Up Summarization: Leveraging Large Language Models for Long Text Extractive Summarization
#3
Lodoss-full-large (extractive)
23.89
ROUGE-2
· 2022-10-28
Toward Unifying Text Segmentation and Long Document Summarization
Code
#4
GoSum (extractive)
23.56
ROUGE-2
· 2022-11-18
GoSum: Extractive Summarization of Long Documents by Reinforcement Learning and Graph Organized discourse state
Code
#5
Lodoss-full-base (extractive)
23.51
ROUGE-2
· 2022-10-28
Toward Unifying Text Segmentation and Long Document Summarization
Code
#6
Top Down Transformer (AdaPool) (464M)
23.26
ROUGE-2
· 2022-03-15
Long Document Summarization with Top-down and Bottom-up Inference
Code
#7
MemSum (extractive)
SOTA
22.94
ROUGE-2
· 2021-07-19
MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes
Code
#8
HAT-BART
SOTA
21.35
ROUGE-2
· Extra Data
· 2021-04-15
Hierarchical Learning for Generation with Long Source Sequences
#9
GRETEL
21.2
ROUGE-2
· 2022-08-21
GRETEL: Graph Contrastive Topic Enhanced Language Model for Long Document Extractive Summarization
#10
DeepPyramidion
SOTA
21.14
ROUGE-2
· 2020-09-10
Sparsifying Transformer Models with Trainable Representation Pooling
Code
#11
BigBird-Pegasus
SOTA
20.65
ROUGE-2
· Extra Data
· 2020-07-28
Big Bird: Transformers for Longer Sequences
Code
#12
ExtSum-LG+RdLoss
20.42
ROUGE-2
· 2020-11-30
Systematically Exploring Redundancy Reduction in Summarizing Long Documents
Code
#13
HiStruct+
20.39
ROUGE-2
· 2022-03-17
HiStruct+: Improving Extractive Text Summarization with Hierarchical Structure Information
#14
ExtSum-LG+MMR-Select+
20.37
ROUGE-2
· 2020-11-30
Systematically Exploring Redundancy Reduction in Summarizing Long Documents
Code
#15
FactorSum
20.33
ROUGE-2
· 2022-05-25
Factorizing Content and Budget Decisions in Abstractive Summarization of Long Documents
Code
#16
DANCER PEGASUS
SOTA
19.97
ROUGE-2
· Extra Data
· 2020-04-13
A Divide-and-Conquer Approach to the Summarization of Long Documents
Code
#17
ExtSum-LG
SOTA
19.74
ROUGE-2
· 2019-09-17
Extractive Summarization of Long Documents by Combining Global and Local Context
Code
#18
DANCER LSTM
17.69
ROUGE-2
· 2020-04-13
A Divide-and-Conquer Approach to the Summarization of Long Documents
Code
#19
DANCER RUM
17.65
ROUGE-2
· 2020-04-13
A Divide-and-Conquer Approach to the Summarization of Long Documents
Code
#20
GenCompareSum
16.51
ROUGE-2
No paper
Code
#21
Fastformer
15.44
ROUGE-2
· 2021-08-20
Fastformer: Additive Attention Can Be All You Need
Code
#22
MatchSum (BERT-base)
14.91
ROUGE-2
· 2020-04-19
Extractive Summarization as Text Matching
Code