Learning from Noisy Labels for Entity-Centric Information Extraction

17 April 2021

Papers citing "Learning from Noisy Labels for Entity-Centric Information Extraction"

33 / 33 papers shown

Title
CPTuning: Contrastive Prompt Tuning for Generative Relation Extraction Jiaxin Duan Fengyu Lu Junfei Liu 38 0 0 04 Jan 2025
CleaR: Towards Robust and Generalized Parameter-Efficient Fine-Tuning for Noisy Label Learning Yeachan Kim Junho Kim SangKeun Lee NoLa AAML 50 2 0 31 Oct 2024
SubRegWeigh: Effective and Efficient Annotation Weighing with Subword Regularization Kohei Tsuji Tatsuya Hiraoka Yuchang Cheng Tomoya Iwakura 50 1 0 10 Sep 2024
Acquiring Bidirectionality via Large and Small Language Models Takumi Goto Hiroyoshi Nagao Yuta Koreeda 28 0 0 19 Aug 2024
NoiseBench: Benchmarking the Impact of Real Label Noise on Named Entity Recognition Elena Merdjanovska Ansar Aynetdinov Alan Akbik NoLa 34 1 0 13 May 2024
Span-Oriented Information Extraction -- A Unifying Perspective on Information Extraction Yifan Ding Michael Yankoski Tim Weninger 30 1 0 18 Mar 2024
On the use of Silver Standard Data for Zero-shot Classification Tasks in Information Extraction Jianwei Wang Tianyin Wang Ziqian Zeng 60 1 0 28 Feb 2024
ChatEL: Entity Linking with Chatbots Yifan Ding Qingkai Zeng Tim Weninger KELM 34 5 0 20 Feb 2024
Looking Right is Sometimes Right: Investigating the Capabilities of Decoder-only LLMs for Sequence Labeling David Dukić Jan Šnajder 29 13 0 25 Jan 2024
Noise-Robust Fine-Tuning of Pretrained Language Models via External Guidance Song Wang Zhen Tan Ruocheng Guo Wenlin Yao NoLa 28 20 0 02 Nov 2023
CleanCoNLL: A Nearly Noise-Free Named Entity Recognition Dataset Susanna Rücker Alan Akbik 35 5 0 24 Oct 2023
NERetrieve: Dataset for Next Generation Named Entity Recognition and Retrieval Uri Katz Matan Vetzler Amir D. N. Cohen Yoav Goldberg 11 9 0 22 Oct 2023
Software Entity Recognition with Noise-Robust Learning Nguyen Tai Yifeng Di J. Lee Muhao Chen Tianyi Zhang 33 3 0 21 Aug 2023
Informed Named Entity Recognition Decoding for Generative Language Models Tobias Deuβer L. Hillebrand Christian Bauckhage R. Sifa 35 9 0 15 Aug 2023
Partial Label Supervision for Agnostic Generative Noisy Label Learning Fengbei Liu Chong Wang Yuanhong Chen Yuyuan Liu G. Carneiro NoLa 32 1 0 02 Aug 2023
ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NER Sreyan Ghosh Utkarsh Tyagi Manan Suri Sonal Kumar S. Ramaneswaran Dinesh Manocha 30 15 0 01 Jun 2023
DyGen: Learning from Noisy Labels via Dynamics-Enhanced Generative Modeling Yuchen Zhuang Yue Yu Lingkai Kong Xiang Chen Chao Zhang NoLa SyDa AI4CE 34 13 0 30 May 2023
From Shortcuts to Triggers: Backdoor Defense with Denoised PoE Qin Liu Fei Wang Chaowei Xiao Muhao Chen AAML 39 22 0 24 May 2023
BioAug: Conditional Generation based Data Augmentation for Low-Resource Biomedical NER Sreyan Ghosh Utkarsh Tyagi Sonal Kumar Dinesh Manocha MedIm 39 10 0 18 May 2023
Enhancing Contrastive Learning with Noise-Guided Attack: Towards Continual Relation Extraction in the Wild Ting Wu Jingyi Liu Rui Zheng Qi Zhang Tao Gui Xuanjing Huang CLL 33 0 0 11 May 2023
Technical Report: Impact of Position Bias on Language Models in Token Classification Mehdi Ben Amor Michael Granitzer Jelena Mitrović 33 3 0 26 Apr 2023
Information Extraction from Documents: Question Answering vs Token Classification in real-world setups Laurent Lam Pirashanth Ratnamogan Joel Tang William Vanhuffel Fabien Caspani 24 0 0 21 Apr 2023
How Robust is GPT-3.5 to Predecessors? A Comprehensive Study on Language Understanding Tasks Xuanting Chen Junjie Ye Can Zu Nuo Xu Rui Zheng Minlong Peng Jie Zhou Tao Gui Qi Zhang Xuanjing Huang AI4MH ELM 38 79 0 01 Mar 2023
ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPT Xiang Wei Xingyu Cui Ning Cheng Xiaobin Wang Xin Zhang ... Jinan Xu Jinan Xu Meishan Zhang Yong-jia Jiang Wenjuan Han 47 319 0 20 Feb 2023
On-the-fly Denoising for Data Augmentation in Natural Language Understanding Tianqing Fang Wenxuan Zhou Fangyu Liu Hongming Zhang Yangqiu Song Muhao Chen 54 1 0 20 Dec 2022
Learning with Silver Standard Data for Zero-shot Relation Extraction Tianyi Wang Jianwei Wang Ziqian Zeng 34 2 0 25 Nov 2022
TIER-A: Denoising Learning Framework for Information Extraction Yongkang Li M. Zhang 23 0 0 13 Nov 2022
CrowdChecked: Detecting Previously Fact-Checked Claims in Social Media Momchil Hardalov Anton Chernyavskiy Ivan Koychev Dmitry Ilvovsky Preslav Nakov HAI 40 15 0 10 Oct 2022
Multilinguals at SemEval-2022 Task 11: Complex NER in Semantically Ambiguous Settings for Low Resource Languages Amit Pandey Swayatta Daw N. Unnam Vikram Pudi 22 3 0 14 Jul 2022
Detecting Label Errors by using Pre-Trained Language Models Derek Chong Jenny Hong Christopher D. Manning NoLa 66 21 0 25 May 2022
Unified Semantic Typing with Meaningful Label Inference James Y. Huang Bangzheng Li Lyne Tchapmi Muhao Chen 29 30 0 04 May 2022
An Empirical Study on Relation Extraction in the Biomedical Domain Yongkang Li 12 0 0 11 Dec 2021
Combating noisy labels by agreement: A joint training method with co-regularization Hongxin Wei Lei Feng Xiangyu Chen Bo An NoLa 319 501 0 05 Mar 2020