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Exploring Task Difficulty for Few-Shot Relation Extraction

12 September 2021

Jiale Han

Bo Cheng

Wei Lu

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Papers citing "Exploring Task Difficulty for Few-Shot Relation Extraction"

25 / 25 papers shown

Title
Relation Extraction Across Entire Books to Reconstruct Community Networks: The AffilKG Datasets Erica Cai Sean McQuade Kevin Young Brendan O'Connor 227 1 0 16 May 2025
Few-Shot Joint Multimodal Entity-Relation Extraction via Knowledge-Enhanced Cross-modal Prompt ModelACM Multimedia (MM), 2024 Li Yuan Yi Cai Junsheng Huang VLM 234 7 0 18 Oct 2024
Learning to Learn with Contrastive Meta-Objective Shiguang Wu Yaqing Wang Yatao Bian Quanming Yao CLL 396 0 0 08 Oct 2024
TPN: Transferable Proto-Learning Network towards Few-shot Document-Level Relation ExtractionIEEE International Joint Conference on Neural Network (IJCNN), 2024 Yu Zhang Zhao Kang ViT 194 1 0 01 Oct 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 193 17 0 27 Apr 2024
Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation Learning Philipp Borchert Jochen De Weerdt Marie-Francine Moens 178 7 0 25 Mar 2024
Few-Shot Relation Extraction with Hybrid Visual Evidence Jiaying Gong Hoda Eldardiry 274 2 0 01 Mar 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 234 11 0 19 Dec 2023
Robust Text Classification: Analyzing Prototype-Based NetworksConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Zhivar Sourati D. Deshpande Filip Ilievski Kiril Gashteovski S. Saralajew OOD OffRL 245 7 0 11 Nov 2023
Chain of Thought with Explicit Evidence Reasoning for Few-shot Relation ExtractionConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Xilai Ma Jing Li Min Zhang ReLM LRM 252 36 0 10 Nov 2023
Unified Low-Resource Sequence Labeling by Sample-Aware Dynamic Sparse FinetuningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Sarkar Snigdha Sarathi Das Ranran Haoran Zhang Peng Shi Wenpeng Yin Rui Zhang 275 22 0 07 Nov 2023
CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain AdaptationConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Philipp Borchert Jochen De Weerdt Kristof Coussement Arno De Caigny Marie-Francine Moens 182 3 0 18 Oct 2023
Knowledge-Enhanced Multi-Label Few-Shot Product Attribute-Value ExtractionInternational Conference on Information and Knowledge Management (CIKM), 2023 Jiaying Gong Wei-Te Chen Hoda Eldardiry VLM 197 10 0 16 Aug 2023
Generator-Retriever-Generator Approach for Open-Domain Question Answering Abdelrahman Abdallah Adam Jatowt RALM 187 11 0 21 Jul 2023
A Comprehensive Survey on Relation Extraction: Recent Advances and New FrontiersACM Computing Surveys (ACM Comput. Surv.), 2023 Xiaoyan Zhao Yang Deng Min Yang Lingzhi Wang Rui Zhang Hong Cheng W. Lam Ying Shen Ruifeng Xu KELM 261 91 0 03 Jun 2023
EnCore: Fine-Grained Entity Typing by Pre-Training Entity Encoders on Coreference ChainsConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 Frank Mtumbuka Steven Schockaert 150 0 0 22 May 2023
Generative Meta-Learning for Zero-Shot Relation Triplet ExtractionAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023 Wanli Li T. Qian Yi Song Zeyu Zhang Jiawei Li Zhuang Chen Lixin Zou 326 1 0 03 May 2023
How to Unleash the Power of Large Language Models for Few-shot Relation Extraction? Xin Xu Yuqi Zhu Xiaohan Wang Ningyu Zhang KELM LRM 203 67 0 02 May 2023
Few-shot Classification with Hypersphere Modeling of PrototypesAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Ning Ding Yulin Chen Ganqu Cui Xiaobin Wang Haitao Zheng Zhiyuan Liu Pengjun Xie 156 12 0 10 Nov 2022
Reconciliation of Pre-trained Models and Prototypical Neural Networks in Few-shot Named Entity RecognitionConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Youcheng Huang Wenqiang Lei Jie Fu Jiancheng Lv 133 3 0 07 Nov 2022
Better Few-Shot Relation Extraction with Label Prompt DropoutConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Peiyuan Zhang Wei Lu VLM 130 31 0 25 Oct 2022
Generative Prompt Tuning for Relation ClassificationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Jiale Han Shuai Zhao Bo Cheng Shengkun Ma Wei Lu VLM 169 31 0 22 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 Kuanqi Cai 213 1 0 15 Oct 2022
A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation ExtractionFindings (Findings), 2022 Yang Liu Jinpeng Hu Xiang Wan Tsung-Hui Chang 145 49 0 19 May 2022
Prompt-based Zero-shot Relation Extraction with Semantic Knowledge Augmentation Jiaying Gong Hoda Eldardiry 172 10 0 08 Dec 2021