Learning from Context or Names? An Empirical Study on Neural Relation Extraction

5 October 2020

Hao Peng

Tianyu Gao

Xu Han

Yankai Lin

Peng Li

Zhiyuan Liu

Maosong Sun

Jie Zhou

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Papers citing "Learning from Context or Names? An Empirical Study on Neural Relation Extraction"

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Title
CPTuning: Contrastive Prompt Tuning for Generative Relation Extraction Jiaxin Duan Fengyu Lu Junfei Liu 33 0 0 04 Jan 2025
Maximizing Relation Extraction Potential: A Data-Centric Study to Unveil Challenges and Opportunities Anushka Swarup Avanti Bhandarkar Olivia P. Dizon-Paradis Ronald Wilson D. Woodard 30 0 0 07 Sep 2024
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph Tong Zhou Yubo Chen Kang Liu Jun Zhao HILM RALM 35 1 0 25 Jun 2024
Fusion Makes Perfection: An Efficient Multi-Grained Matching Approach for Zero-Shot Relation Extraction Shilong Li Ge Bai Zhang Zhang Ying Liu Chenji Lu Daichi Guo Ruifang Liu Yong Sun 19 1 0 17 Jun 2024
Entangled Relations: Leveraging NLI and Meta-analysis to Enhance Biomedical Relation Extraction William Hogan Jingbo Shang 13 0 0 31 May 2024
Meta In-Context Learning Makes Large Language Models Better Zero and Few-Shot Relation Extractors Guozheng Li Peng Wang Jiajun Liu Yikai Guo Ke Ji Ziyu Shang Zijie Xu LRM 35 7 0 27 Apr 2024
Context versus Prior Knowledge in Language Models Kevin Du Vésteinn Snaebjarnarson Niklas Stoehr Jennifer C. White Aaron Schein Ryan Cotterell 43 10 0 06 Apr 2024
READ: Improving Relation Extraction from an ADversarial Perspective Dawei Li William Hogan Jingbo Shang AAML 36 0 0 02 Apr 2024
Can Transformers Capture Spatial Relations between Objects? Chuan Wen Dinesh Jayaraman Yang Gao ViT 16 3 0 01 Mar 2024
Making Pre-trained Language Models Better Continual Few-Shot Relation Extractors Shengkun Ma Jiale Han Yi Liang Bo Cheng CLL VLM 27 6 0 24 Feb 2024
SLANG: New Concept Comprehension of Large Language Models Lingrui Mei Shenghua Liu Yiwei Wang Baolong Bi Xueqi Chen KELM 34 5 0 23 Jan 2024
ConcEPT: Concept-Enhanced Pre-Training for Language Models Xintao Wang Zhouhong Gu Jiaqing Liang Dakuan Lu Yanghua Xiao Wei Wang 29 1 0 11 Jan 2024
Synergistic Anchored Contrastive Pre-training for Few-Shot Relation Extraction Da Luo Yanglei Gan Rui Hou Run Lin Qiao Liu Yuxiang Cai Wannian Gao 19 4 0 19 Dec 2023
Entity or Relation Embeddings? An Analysis of Encoding Strategies for Relation Extraction Frank Mtumbuka Steven Schockaert 17 0 0 18 Dec 2023
Chain of Thought with Explicit Evidence Reasoning for Few-shot Relation Extraction Xilai Ma Jing Li Min Zhang ReLM LRM 32 18 0 10 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
Linguistic representations for fewer-shot relation extraction across domains Sireesh Gururaja Ritam Dutt Ting-gen Liao Carolyn Rose 23 11 0 07 Jul 2023
GDA: Generative Data Augmentation Techniques for Relation Extraction Tasks Xuming Hu Aiwei Liu Zeqi Tan Xin Zhang Chenwei Zhang Irwin King Philip S. Yu 42 16 0 26 May 2023
A Causal View of Entity Bias in (Large) Language Models Fei Wang Wen-An Mo Yiwei Wang Wenxuan Zhou Muhao Chen 28 12 0 24 May 2023
How Fragile is Relation Extraction under Entity Replacements? Yiwei Wang Bryan Hooi Fei Wang Yujun Cai Yuxuan Liang Wenxuan Zhou Jing Tang Manjuan Duan Muhao Chen 56 5 0 22 May 2023
Open-world Semi-supervised Generalized Relation Discovery Aligned in a Real-world Setting William Hogan Jiacheng Li Jingbo Shang OffRL 25 1 0 22 May 2023
REFinD: Relation Extraction Financial Dataset Simerjot Kaur Charese Smiley Akshat Gupta Joy Prakash Sain Dongsheng Wang S. Siddagangappa Toyin Aguda Sameena Shah 24 15 0 22 May 2023
EnCore: Fine-Grained Entity Typing by Pre-Training Entity Encoders on Coreference Chains Frank Mtumbuka Steven Schockaert 31 0 0 22 May 2023
Continual Contrastive Finetuning Improves Low-Resource Relation Extraction Wenxuan Zhou Sheng Zhang Tristan Naumann Muhao Chen Hoifung Poon 46 6 0 21 Dec 2022
Can NLI Provide Proper Indirect Supervision for Low-resource Biomedical Relation Extraction? Jiashu Xu Mingyu Derek Ma Muhao Chen 25 21 0 21 Dec 2022
Document-level Relation Extraction with Relation Correlations Ridong Han Tao Peng Benyou Wang Lu Liu Xiang Wan CVBM 13 4 0 20 Dec 2022
Visually Grounded Commonsense Knowledge Acquisition Yuan Yao Tianyu Yu Ao Zhang Mengdi Li Ruobing Xie ... Zhiyuan Liu Haitao Zheng S. Wermter Tat-Seng Chua Maosong Sun SSL 17 7 0 22 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
Query-based Instance Discrimination Network for Relational Triple Extraction Zeqi Tan Yongliang Shen Xuming Hu Wenqi Zhang Xiaoxia Cheng Weiming Lu Y. Zhuang ISeg 25 9 0 03 Nov 2022
Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation Extraction Qin Dai Benjamin Heinzerling Kentaro Inui 10 6 0 02 Nov 2022
Better Few-Shot Relation Extraction with Label Prompt Dropout Peiyuan Zhang Wei Lu VLM 19 24 0 25 Oct 2022
Rescue Implicit and Long-tail Cases: Nearest Neighbor Relation Extraction Zhen Wan Qianying Liu Zhuoyuan Mao Fei Cheng Sadao Kurohashi Jiwei Li 28 8 0 21 Oct 2022
RAPS: A Novel Few-Shot Relation Extraction Pipeline with Query-Information Guided Attention and Adaptive Prototype Fusion Yuzhe Zhang M. Cen Tong Wu Hong Zhang 17 1 0 15 Oct 2022
Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation Peiyi Wang Yifan Song Tianyu Liu Binghuai Lin Yunbo Cao Sujian Li Zhifang Sui CLL SLR 34 22 0 10 Oct 2022
SPOT: Knowledge-Enhanced Language Representations for Information Extraction Jiacheng Li Yannis Katsis Tyler Baldwin Ho-Cheol Kim Andrew Bartko Julian McAuley Chun-Nan Hsu 22 15 0 20 Aug 2022
An Overview of Distant Supervision for Relation Extraction with a Focus on Denoising and Pre-training Methods William Hogan 19 4 0 17 Jul 2022
Modality-Aware Contrastive Instance Learning with Self-Distillation for Weakly-Supervised Audio-Visual Violence Detection Jiashuo Yu Jin-Yuan Liu Ying Cheng Rui Feng Yuejie Zhang 14 34 0 12 Jul 2022
TAGPRIME: A Unified Framework for Relational Structure Extraction I-Hung Hsu Kuan-Hao Huang Shuning Zhang Wen-Huang Cheng Premkumar Natarajan Kai-Wei Chang Nanyun Peng 16 11 0 25 May 2022
Fine-grained Contrastive Learning for Relation Extraction William Hogan Jiacheng Li Jingbo Shang 28 11 0 25 May 2022
Improving Long Tailed Document-Level Relation Extraction via Easy Relation Augmentation and Contrastive Learning Yangkai Du Tengyu Ma Lingfei Wu Yiming Wu Xuhong Zhang Bo Long S. Ji 14 3 0 21 May 2022
Summarization as Indirect Supervision for Relation Extraction K. Lu I-Hung Hsu Wenxuan Zhou Mingyu Derek Ma Muhao Chen 63 52 0 19 May 2022
A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation Extraction Yang Liu Jinpeng Hu Xiang Wan Tsung-Hui Chang 17 38 0 19 May 2022
Relation Extraction with Weighted Contrastive Pre-training on Distant Supervision Zhen Wan Fei Cheng Qianying Liu Zhuoyuan Mao Haiyue Song Sadao Kurohashi 19 7 0 18 May 2022
GRAPHCACHE: Message Passing as Caching for Sentence-Level Relation Extraction Yiwei Wang Muhao Chen Wenxuan Zhou Yujun Cai Yuxuan Liang Bryan Hooi GNN 8 9 0 08 May 2022
Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis Yiwei Wang Muhao Chen Wenxuan Zhou Yujun Cai Yuxuan Liang Dayiheng Liu Baosong Yang Juncheng Liu Bryan Hooi CML 13 51 0 08 May 2022
HiURE: Hierarchical Exemplar Contrastive Learning for Unsupervised Relation Extraction Xuming Hu Shuliang Liu Chenwei Zhang Shuang Li Lijie Wen Philip S. Yu SSL 41 39 0 04 May 2022
Unified Semantic Typing with Meaningful Label Inference James Y. Huang Bangzheng Li Jiashu Xu Muhao Chen 24 30 0 04 May 2022
Function-words Enhanced Attention Networks for Few-Shot Inverse Relation Classification Chunliu Dou Shaojuan Wu Xiaowang Zhang Zhiyong Feng Kewen Wang 8 10 0 26 Apr 2022
MedDistant19: Towards an Accurate Benchmark for Broad-Coverage Biomedical Relation Extraction Saadullah Amin Pasquale Minervini David Chang Pontus Stenetorp G. Neumann 33 3 0 10 Apr 2022
Modeling Multi-Granularity Hierarchical Features for Relation Extraction Xinnian Liang Shuangzhi Wu Mu Li Zhoujun Li 11 10 0 09 Apr 2022