Text Summarization on X-Sum

Metric: ROUGE-1 (higher is better)

LeaderboardDataset

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Results

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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

#1SelfmemSOTA
50.3
ROUGE-1· 2023-05-03
Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory Code
#2BRIOSOTA
49.07
ROUGE-1· 2022-03-31
BRIO: Bringing Order to Abstractive Summarization Code
#3PEGASUS + SummaRerankerSOTA
48.12
ROUGE-1· 2022-03-13
SummaReranker: A Multi-Task Mixture-of-Experts Re-ranking Framework for Abstractive Summarization Code
#4PEGASUS + SimCLSSOTA
47.61
ROUGE-1· 2021-06-03
SimCLS: A Simple Framework for Contrastive Learning of Abstractive Summarization Code
#5PEGASUSLARGESOTA
47.21
ROUGE-1· 2019-12-18
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Code
#6HAT-BART
45.92
ROUGE-1· 2021-04-15
Hierarchical Learning for Generation with Long Source Sequences
#7BARTSOTA
45.14
ROUGE-1· 2019-10-29
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension Code
#8BertSumExtAbsSOTA
38.81
ROUGE-1· 2019-08-22
Text Summarization with Pretrained Encoders Code
#9T-ConvS2SSOTA
31.89
ROUGE-1· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code
#10Baseline : Extractive Oracle
29.79
ROUGE-1· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code
#11PtGen
29.7
ROUGE-1· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code
#12Seq2Seq
28.42
ROUGE-1· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code
#13PtGen-Covg
28.1
ROUGE-1· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code
#14Baseline : Lead-3
16.3
ROUGE-1· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code
#15Baseline : Random
15.16
ROUGE-1· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code