Text Summarization on Arxiv HEP-TH citation graph

Metric: ROUGE-1 (higher is better)

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#	Model↕	ROUGE-1▼	Extra Data	Paper	Date↕	Code
1	Top Down Transformer (AdaPool) (464M)	50.95	No	Long Document Summarization with Top-down and Bo...	2022-03-15	Code
2	BART-LS	50.2	No	Adapting Pretrained Text-to-Text Models for Long...	2022-09-21	Code
3	Pegasus-X	50	No	Investigating Efficiently Extending Transformers...	2022-08-08	Code
4	ExtSum + oracle segmentation (extractive)	49.49	No	Document Summarization with Text Segmentation	2023-01-20	-
5	FactorSum	49.32	No	Factorizing Content and Budget Decisions in Abst...	2022-05-25	Code
6	ExtSum + supervised segmentation (extractive)	49.11	No	Document Summarization with Text Segmentation	2023-01-20	-
7	Lodoss-full-large (extractive)	48.45	No	Toward Unifying Text Segmentation and Long Docum...	2022-10-28	Code
8	MemSum (extractive)	48.42	No	MemSum: Extractive Summarization of Long Documen...	2021-07-19	Code
9	LongT5	48.35	No	LongT5: Efficient Text-To-Text Transformer for L...	2021-12-15	Code
10	Lodoss-full-base (extractive)	48.2	No	Toward Unifying Text Segmentation and Long Docum...	2022-10-28	Code
11	DeepPyramidion	47.15	No	-	-	-
12	DeepPyramidion	47.15	No	-	-	-
13	Blockwise(baseline)	46.85	No	-	-	-
14	HAT-BART	46.74	Yes	Hierarchical Learning for Generation with Long S...	2021-04-15	-
15	HiStruct+	45.22	No	HiStruct+: Improving Extractive Text Summarizati...	2022-03-17	-
16	DANCER PEGASUS	45.01	Yes	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
17	PEGASUS	44.67	Yes	PEGASUS: Pre-training with Extracted Gap-sentenc...	2019-12-18	Code
18	ExtSum-LG+RdLoss	44.01	No	Systematically Exploring Redundancy Reduction in...	2020-11-30	Code
19	ExtSum-LG+MMR-Select+	43.87	No	Systematically Exploring Redundancy Reduction in...	2020-11-30	Code
20	ExtSum-LG	43.58	No	Extractive Summarization of Long Documents by Co...	2019-09-17	Code
21	SRformer-BART	42.99	No	Segmented Recurrent Transformer: An Efficient Se...	2023-05-24	Code
22	DANCER RUM	42.7	No	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
23	TLM-I+E	42.43	No	On Extractive and Abstractive Neural Document Su...	2019-09-07	Code
24	Sent-PTR	42.32	No	On Extractive and Abstractive Neural Document Su...	2019-09-07	Code
25	DANCER LSTM	41.87	No	A Divide-and-Conquer Approach to the Summarizati...	2020-04-13	Code
26	GenCompareSum	39.96	No	-	-	Code
27	Discourse	35.8	No	A Discourse-Aware Attention Model for Abstractiv...	2018-04-16	Code
28	Sent-CLF	34.01	No	On Extractive and Abstractive Neural Document Su...	2019-09-07	Code
29	Pntr-Gen-Seq2Seq	32.06	No	Get To The Point: Summarization with Pointer-Gen...	2017-04-14	Code