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SotA/Knowledge Base/Text Summarization/X-Sum

Text Summarization on X-Sum

Metric: ROUGE-2 (higher is better)

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#Model↕ROUGE-2▼Extra DataPaperDate↕Code
1Selfmem26.7NoLift Yourself Up: Retrieval-augmented Text Gener...2023-05-03Code
2BRIO25.59NoBRIO: Bringing Order to Abstractive Summarization2022-03-31Code
3PEGASUS + SummaReranker24.95NoSummaReranker: A Multi-Task Mixture-of-Experts R...2022-03-13Code
4PEGASUS + SimCLS24.57NoSimCLS: A Simple Framework for Contrastive Learn...2021-06-03Code
5PEGASUSLARGE24.56NoPEGASUS: Pre-training with Extracted Gap-sentenc...2019-12-18Code
6PaLM 2-L (one-shot)23.2NoPaLM 2 Technical Report2023-05-17Code
7HAT-BART22.79NoHierarchical Learning for Generation with Long S...2021-04-15-
8BART22.27NoBART: Denoising Sequence-to-Sequence Pre-trainin...2019-10-29Code
9PaLM 2-M (one-shot)17.2NoPaLM 2 Technical Report2023-05-17Code
10PaLM 2-S (one-shot)16.9NoPaLM 2 Technical Report2023-05-17Code
11BertSumExtAbs16.5NoText Summarization with Pretrained Encoders2019-08-22Code
12T-ConvS2S11.54NoDon't Give Me the Details, Just the Summary! Top...2018-08-27Code
13PtGen9.21NoDon't Give Me the Details, Just the Summary! Top...2018-08-27Code
14Baseline : Extractive Oracle8.81NoDon't Give Me the Details, Just the Summary! Top...2018-08-27Code
15Seq2Seq8.77NoDon't Give Me the Details, Just the Summary! Top...2018-08-27Code
16PtGen-Covg8.02NoDon't Give Me the Details, Just the Summary! Top...2018-08-27Code
17Baseline : Random1.78NoDon't Give Me the Details, Just the Summary! Top...2018-08-27Code
18Baseline : Lead-31.6NoDon't Give Me the Details, Just the Summary! Top...2018-08-27Code