Text Summarization on X-Sum

Metric: ROUGE-3 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	ROUGE-3▼	Extra Data	Paper	Date↕	Code
1	Selfmem	41.6	No	Lift Yourself Up: Retrieval-augmented Text Gener...	2023-05-03	Code
2	BRIO	40.4	No	BRIO: Bringing Order to Abstractive Summarization	2022-03-31	Code
3	BART	37.25	No	BART: Denoising Sequence-to-Sequence Pre-trainin...	2019-10-29	Code
4	BertSumExtAbs	31.27	No	Text Summarization with Pretrained Encoders	2019-08-22	Code
5	T-ConvS2S	25.75	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code
6	PtGen	23.24	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code
7	Baseline : Extractive Oracle	22.66	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code
8	Seq2Seq	22.48	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code
9	PtGen-Covg	21.72	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code
10	Baseline : Lead-3	11.95	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code
11	Baseline : Random	11.27	No	Don't Give Me the Details, Just the Summary! Top...	2018-08-27	Code

#1SelfmemSOTA
41.6
ROUGE-3· 2023-05-03
Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory Code
#2BRIOSOTA
40.4
ROUGE-3· 2022-03-31
BRIO: Bringing Order to Abstractive Summarization Code
#3BARTSOTA
37.25
ROUGE-3· 2019-10-29
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension Code
#4BertSumExtAbsSOTA
31.27
ROUGE-3· 2019-08-22
Text Summarization with Pretrained Encoders Code
#5T-ConvS2SSOTA
25.75
ROUGE-3· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code
#6PtGen
23.24
ROUGE-3· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code
#7Baseline : Extractive Oracle
22.66
ROUGE-3· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code
#8Seq2Seq
22.48
ROUGE-3· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code
#9PtGen-Covg
21.72
ROUGE-3· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code
#10Baseline : Lead-3
11.95
ROUGE-3· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code
#11Baseline : Random
11.27
ROUGE-3· 2018-08-27
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Code