FewRel 2.0: Towards More Challenging Few-Shot Relation Classification

16 October 2019

Tianyu Gao

Xu Han

Hao Zhu

Zhiyuan Liu

Peng Li

Maosong Sun

Jie Zhou

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Papers citing "FewRel 2.0: Towards More Challenging Few-Shot Relation Classification"

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Title
Best of Both Worlds: A Pliable and Generalizable Neuro-Symbolic Approach for Relation Classification Robert Vacareanu F. Alam M. Islam Haris Riaz Mihai Surdeanu NAI 27 2 0 05 Mar 2024
Training on Synthetic Data Beats Real Data in Multimodal Relation Extraction Zilin Du Haoxin Li Xu Guo Boyang Li 35 1 0 05 Dec 2023
When does In-context Learning Fall Short and Why? A Study on Specification-Heavy Tasks Hao Peng Xiaozhi Wang Jianhui Chen Weikai Li Y. Qi ... Zhili Wu Kaisheng Zeng Bin Xu Lei Hou Juanzi Li 31 28 0 15 Nov 2023
A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods S. Alqaaidi Elika Bozorgi Afsaneh Shams Krzysztof J. Kochut DRL 30 0 0 29 Oct 2023
CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain Adaptation Philipp Borchert Jochen De Weerdt Kristof Coussement Arno De Caigny Marie-Francine Moens 26 1 0 18 Oct 2023
Text2KGBench: A Benchmark for Ontology-Driven Knowledge Graph Generation from Text Nandana Mihindukulasooriya Sanju Tiwari Carlos F. Enguix K. Lata 29 52 0 04 Aug 2023
Zshot: An Open-source Framework for Zero-Shot Named Entity Recognition and Relation Extraction Gabriele Picco Marcos Martínez Galindo Alberto Purpura Leopold Fuchs V. López T. Hoang VLM 11 6 0 25 Jul 2023
Open Set Relation Extraction via Unknown-Aware Training Jun Zhao Xin Zhao Wenyu Zhan Qi Zhang Tao Gui Zhongyu Wei Yunwen Chen Xiang Gao Xuanjing Huang 30 1 0 08 Jun 2023
Multi-CrossRE A Multi-Lingual Multi-Domain Dataset for Relation Extraction Elisa Bassignana Filip Ginter S. Pyysalo Rob van der Goot Barbara Plank 23 5 0 18 May 2023
PromptORE -- A Novel Approach Towards Fully Unsupervised Relation Extraction Pierre-Yves Genest Pierre-Edouard Portier Elöd Egyed-Zsigmond L. Goix LRM 22 12 0 24 Mar 2023
Cross-Domain Few-Shot Relation Extraction via Representation Learning and Domain Adaptation Zhong Yuan Zhenkun Wang Genghui Li OOD 29 1 0 05 Dec 2022
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering Juan Zha Zheng Li Ying Wei Yu Zhang 23 5 0 16 Nov 2022
Few-shot Classification with Hypersphere Modeling of Prototypes Ning Ding Yulin Chen Ganqu Cui Xiaobin Wang Haitao Zheng Zhiyuan Liu Pengjun Xie 25 8 0 10 Nov 2022
BEKG: A Built Environment Knowledge Graph Xiaojun Yang Haoyu Zhong Penglin Du Keyi Zhou Xingjin Lai Zhengdong Wang Yik Lun Lau Yangqiu Song Liyaning Tang 12 2 0 05 Nov 2022
Better Few-Shot Relation Extraction with Label Prompt Dropout Peiyuan Zhang Wei Lu VLM 19 24 0 25 Oct 2022
A Sequence Tagging based Framework for Few-Shot Relation Extraction Xukun Luo Ping Wang ViT 3DV 25 0 0 17 Aug 2022
What do You Mean by Relation Extraction? A Survey on Datasets and Study on Scientific Relation Classification Elisa Bassignana Barbara Plank 21 20 0 28 Apr 2022
FREDA: Flexible Relation Extraction Data Annotation Michael Strobl Amine Trabelsi Osmar Zaiane 24 0 0 14 Apr 2022
$Meta-X$_{NLG}$: A Meta-Learning Approach Based on Language Clustering for Zero-Shot Cross-Lingual Transfer and Generation$ Meta-X $_{NLG}$ : A Meta-Learning Approach Based on Language Clustering for Zero-Shot Cross-Lingual Transfer and Generation Kaushal Kumar Maurya M. Desarkar 21 8 0 19 Mar 2022
Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP Trapit Bansal K. Gunasekaran Tong Wang Tsendsuren Munkhdalai Andrew McCallum SSL OOD 36 19 0 02 Nov 2021
Knowledge-Aware Meta-learning for Low-Resource Text Classification Huaxiu Yao Yingxin Wu Maruan Al-Shedivat Eric P. Xing VLM CLIP 63 11 0 10 Sep 2021
MapRE: An Effective Semantic Mapping Approach for Low-resource Relation Extraction Manqing Dong Chunguang Pan Zhipeng Luo 154 41 0 09 Sep 2021
What Can Knowledge Bring to Machine Learning? -- A Survey of Low-shot Learning for Structured Data Yang Hu Adriane P. Chapman Guihua Wen Dame Wendy Hall 42 24 0 11 Jun 2021
Distantly-Supervised Long-Tailed Relation Extraction Using Constraint Graphs Tianming Liang Yang Liu Xiaoyan Liu Hao Zhang Gaurav Sharma Maozu Guo 29 22 0 24 May 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 211 179 0 18 Apr 2021
ZS-BERT: Towards Zero-Shot Relation Extraction with Attribute Representation Learning Chih-Yao Chen Cheng-Te Li 18 94 0 10 Apr 2021
Deep Neural Approaches to Relation Triplets Extraction: A Comprehensive Survey Tapas Nayak Navonil Majumder Pawan Goyal Soujanya Poria ViT 14 49 0 31 Mar 2021
Deep Neural Network Based Relation Extraction: An Overview Hailin Wang Ke Qin R. Zakari Guoming Lu Jin Yin 60 64 0 06 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,919 0 31 Dec 2020
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters Mengjie Zhao Yi Zhu Ehsan Shareghi Ivan Vulić Roi Reichart Anna Korhonen Hinrich Schütze 32 64 0 31 Dec 2020
Complex Relation Extraction: Challenges and Opportunities Haiyun Jiang Qiaoben Bao Qiao Cheng Deqing Yang Li Wang Yanghua Xiao 35 13 0 09 Dec 2020
Learning from Context or Names? An Empirical Study on Neural Relation Extraction Hao Peng Tianyu Gao Xu Han Yankai Lin Peng Li Zhiyuan Liu Maosong Sun Jie Zhou 26 200 0 05 Oct 2020
Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs Meng Qu Tianyu Gao Louis-Pascal Xhonneux Jian Tang BDL 18 106 0 05 Jul 2020
More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction Xu Han Tianyu Gao Yankai Lin Hao Peng Yaoliang Yang Chaojun Xiao Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 22 132 0 07 Apr 2020