Text Summarization on Arxiv HEP-TH citation graph

Metric: ROUGE-2 (higher is better)

LeaderboardDataset

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#	Model↕	ROUGE-2▼	Extra Data	Paper	Date↕	Code
1	Top Down Transformer (AdaPool) (464M)	21.93	No	Long Document Summarization with Top-down and Bo...	2022-03-15	Code
2	LongT5	21.92	No	LongT5: Efficient Text-To-Text Transformer for L...	2021-12-15	Code
3	Pegasus-X	21.8	No	Investigating Efficiently Extending Transformers...	2022-08-08	Code
4	ExtSum + oracle segmentation (extractive)	21.04	No	Document Summarization with Text Segmentation	2023-01-20	-
5	Lodoss-full-large (extractive)	20.72	No	Toward Unifying Text Segmentation and Long Docum...	2022-10-28	Code
6	ExtSum + supervised segmentation (extractive)	20.68	No	Document Summarization with Text Segmentation	2023-01-20	-
7	Lodoss-full-base (extractive)	20.5	No	Toward Unifying Text Segmentation and Long Docum...	2022-10-28	Code
8	MemSum (extractive)	20.3	No	MemSum: Extractive Summarization of Long Documen...	2021-07-19	Code
9	FactorSum	20.27	No	Factorizing Content and Budget Decisions in Abst...	2022-05-25	Code
10	DeepPyramidion	19.99	No	-	-	-
11	Blockwise(baseline)	19.39	No	-	-	-
12	HAT-BART	19.19	Yes	Hierarchical Learning for Generation with Long S...	2021-04-15	-
13	ExtSum-LG+RdLoss	17.79	No	Systematically Exploring Redundancy Reduction in...	2020-11-30	Code
14	HiStruct+	17.67	No	HiStruct+: Improving Extractive Text Summarizati...	2022-03-17	-
15	DANCER PEGASUS	17.6	Yes	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
16	ExtSum-LG+MMR-Select+	17.5	No	Systematically Exploring Redundancy Reduction in...	2020-11-30	Code
17	ExtSum-LG	17.37	No	Extractive Summarization of Long Documents by Co...	2019-09-17	Code
18	DANCER RUM	16.54	No	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
19	DANCER LSTM	15.92	No	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
20	GenCompareSum	15.15	No	-	-	Code