Text Summarization on X-Sum

Metric: ROUGE-1 (higher is better)

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#	Model↕	ROUGE-1▼	Extra Data	Paper	Date↕	Code
1	Selfmem	50.3	No	Lift Yourself Up: Retrieval-augmented Text Gener...	2023-05-03	Code
2	BRIO	49.07	No	BRIO: Bringing Order to Abstractive Summarization	2022-03-31	Code
3	PEGASUS + SummaReranker	48.12	No	SummaReranker: A Multi-Task Mixture-of-Experts R...	2022-03-13	Code
4	PEGASUS + SimCLS	47.61	No	SimCLS: A Simple Framework for Contrastive Learn...	2021-06-03	Code
5	PEGASUSLARGE	47.21	No	PEGASUS: Pre-training with Extracted Gap-sentenc...	2019-12-18	Code
6	HAT-BART	45.92	No	Hierarchical Learning for Generation with Long S...	2021-04-15	-
7	BART	45.14	No	BART: Denoising Sequence-to-Sequence Pre-trainin...	2019-10-29	Code
8	BertSumExtAbs	38.81	No	Text Summarization with Pretrained Encoders	2019-08-22	Code
9	T-ConvS2S	31.89	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code
10	Baseline : Extractive Oracle	29.79	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code
11	PtGen	29.7	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code
12	Seq2Seq	28.42	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code
13	PtGen-Covg	28.1	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code
14	Baseline : Lead-3	16.3	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code
15	Baseline : Random	15.16	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code