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