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 32 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 34 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 35 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
A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future Directions Zemin Liu Yuan N. Li Nan-Fang Chen Qian Wang Bryan Hooi Bin He FaML 14 13 0 26 Aug 2023
Text2KGBench: A Benchmark for Ontology-Driven Knowledge Graph Generation from Text Nandana Mihindukulasooriya Sanju Tiwari Carlos F. Enguix K. Lata 31 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 19 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 29 5 0 18 May 2023
Serial Contrastive Knowledge Distillation for Continual Few-shot Relation Extraction Xin-Yue Wang Zitao Wang Wei Hu CLL BDL 31 11 0 11 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 31 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 28 8 0 10 Nov 2022
Active Relation Discovery: Towards General and Label-aware Open Relation Extraction Yongqian Li Hai-Tao Zheng Xi Chen Haitao Zheng Ying Shen Hong-Gee Kim VLM 8 14 0 08 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 25 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 30 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 23 21 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 23 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 51 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 66 11 0 10 Sep 2021
MapRE: An Effective Semantic Mapping Approach for Low-resource Relation Extraction Manqing Dong Chunguang Pan Zhipeng Luo 160 41 0 09 Sep 2021
ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection Iftitahu Ni'mah Meng Fang Vlado Menkovski Mykola Pechenizkiy 32 5 0 27 Aug 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
Entity Concept-enhanced Few-shot Relation Extraction Shan Yang Yongfei Zhang Guanglin Niu Qinghua Zhao Shiliang Pu 27 63 0 04 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 214 180 0 18 Apr 2021
Revisiting Few-shot Relation Classification: Evaluation Data and Classification Schemes O. Sabo Yanai Elazar Yoav Goldberg Ido Dagan 14 38 0 17 Apr 2021
ZS-BERT: Towards Zero-Shot Relation Extraction with Attribute Representation Learning Chih-Yao Chen Cheng-Te Li 29 94 0 10 Apr 2021
Deep Neural Approaches to Relation Triplets Extraction: A Comprehensive Survey Tapas Nayak Navonil Majumder Pawan Goyal Soujanya Poria ViT 16 49 0 31 Mar 2021
Deep Neural Network Based Relation Extraction: An Overview Hailin Wang Ke Qin R. Zakari Guoming Lu Jin Yin 63 64 0 06 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 243 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 41 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 26 201 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 21 106 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 27 132 0 07 Apr 2020