Text Summarization on Pubmed

Metric: ROUGE-2 (higher is better)

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#	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