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