Deep Active Learning for Named Entity Recognition

19 July 2017

Papers citing "Deep Active Learning for Named Entity Recognition"

49 / 49 papers shown

Title
STAR: Constraint LoRA with Dynamic Active Learning for Data-Efficient Fine-Tuning of Large Language Models Linhai Zhang Jialong Wu Deyu Zhou Guoqiang Xu 30 4 0 02 Mar 2024
An Effective Incorporating Heterogeneous Knowledge Curriculum Learning for Sequence Labeling Xuemei Tang Qi Su 21 0 0 21 Feb 2024
Turn-Level Active Learning for Dialogue State Tracking Zihan Zhang Meng Fang Fanghua Ye Ling-Hao Chen Mohammad-Reza Namazi-Rad 43 1 0 23 Oct 2023
Active Learning Principles for In-Context Learning with Large Language Models Katerina Margatina Timo Schick Nikolaos Aletras Jane Dwivedi-Yu 30 39 0 23 May 2023
Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture Bingsheng Yao Ishan Jindal Lucian Popa Yannis Katsis Sayan Ghosh ... Yuxuan Lu Shashank Srivastava Yunyao Li James A. Hendler Dakuo Wang 34 10 0 22 May 2023
On the Limitations of Simulating Active Learning Katerina Margatina Nikolaos Aletras 31 11 0 21 May 2023
Transfer and Active Learning for Dissonance Detection: Addressing the Rare-Class Challenge Vasudha Varadarajan Swanie Juhng Syeda Mahwish Xiaoran Liu Jonah Luby C. Luhmann H. A. Schwartz 33 3 0 03 May 2023
Prediction-Oriented Bayesian Active Learning Freddie Bickford-Smith Andreas Kirsch Sebastian Farquhar Y. Gal Adam Foster Tom Rainforth 36 29 0 17 Apr 2023
A Unified Active Learning Framework for Annotating Graph Data with Application to Software Source Code Performance Prediction P. Samoaa Linus Aronsson Antonio Longa Philipp Leitner M. Chehreghani 19 6 0 06 Apr 2023
Investigating Multi-source Active Learning for Natural Language Inference Ard Snijders Douwe Kiela Katerina Margatina 24 7 0 14 Feb 2023
Cross-lingual German Biomedical Information Extraction: from Zero-shot to Human-in-the-Loop Siting Liang Mareike Hartmann Daniel Sonntag 23 3 0 24 Jan 2023
A Survey of Active Learning for Natural Language Processing Zhisong Zhang Emma Strubell Eduard H. Hovy LM&MA 33 65 0 18 Oct 2022
Is margin all you need? An extensive empirical study of active learning on tabular data Dara Bahri Heinrich Jiang Tal Schuster Afshin Rostamizadeh LMTD 51 10 0 07 Oct 2022
Towards Computationally Feasible Deep Active Learning Akim Tsvigun Artem Shelmanov Gleb Kuzmin Leonid Sanochkin Daniil Larionov Gleb Gusev Manvel Avetisian L. Zhukov 29 15 0 07 May 2022
Data Uncertainty without Prediction Models Bongjoon Park Eunkyung Koh 17 1 0 25 Apr 2022
A Comparative Survey of Deep Active Learning Xueying Zhan Qingzhong Wang Kuan-Hao Huang Haoyi Xiong Dejing Dou Antoni B. Chan FedML HAI 24 105 0 25 Mar 2022
PRBoost: Prompt-Based Rule Discovery and Boosting for Interactive Weakly-Supervised Learning Rongzhi Zhang Yue Yu Pranav Shetty Le Song Chao Zhang 25 23 0 18 Mar 2022
Boosting Entity Mention Detection for Targetted Twitter Streams with Global Contextual Embeddings Satadisha Saha Bhowmick Eduard Constantin Dragut W. Meng 19 5 0 28 Jan 2022
Active Learning for Event Extraction with Memory-based Loss Prediction Model Shirong Shen Zhen Li Guilin Qi 21 1 0 26 Nov 2021
Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation Binhui Xie Longhui Yuan Shuang Li Chi Harold Liu Xinjing Cheng UQCV 34 89 0 25 Nov 2021
Automated Detection of GDPR Disclosure Requirements in Privacy Policies using Deep Active Learning Tamjid Al-Rahat Tu Le Yuan Tian 21 6 0 08 Nov 2021
Focusing on Potential Named Entities During Active Label Acquisition Ali Osman Berk Şapcı Oznur Tastan Reyyan Yeniterzi 27 2 0 06 Nov 2021
Single-Modal Entropy based Active Learning for Visual Question Answering Dong-Jin Kim Jae-Won Cho Jinsoo Choi Yunjae Jung In So Kweon 25 12 0 21 Oct 2021
OPAD: An Optimized Policy-based Active Learning Framework for Document Content Analysis Sumit Shekhar Bhanu Prakash Reddy Guda Ashutosh Chaubey Ishan Jindal Avanish Jain 30 0 0 01 Oct 2021
Robust Contrastive Active Learning with Feature-guided Query Strategies R. Krishnan Nilesh A. Ahuja Alok Sinha Mahesh Subedar Omesh Tickoo Ravi Iyer 26 1 0 13 Sep 2021
Cartography Active Learning Mike Zhang Barbara Plank 24 37 0 09 Sep 2021
LabOR: Labeling Only if Required for Domain Adaptive Semantic Segmentation Inkyu Shin Dong-Jin Kim Jae-Won Cho Sanghyun Woo Kwanyong Park In So Kweon 18 55 0 12 Aug 2021
Uncertainty-Aware Reliable Text Classification Yibo Hu Latifur Khan EDL UQCV 33 33 0 15 Jul 2021
Low Budget Active Learning via Wasserstein Distance: An Integer Programming Approach Rafid Mahmood Sanja Fidler M. Law 21 37 0 05 Jun 2021
LaTeX-Numeric: Language-agnostic Text attribute eXtraction for E-commerce Numeric Attributes Kartik Mehta I. Oprea Nikhil Rasiwasia 12 6 0 19 Apr 2021
On the Importance of Effectively Adapting Pretrained Language Models for Active Learning Katerina Margatina Loïc Barrault Nikolaos Aletras 24 36 0 16 Apr 2021
Fine-tuning BERT for Low-Resource Natural Language Understanding via Active Learning Daniel Grießhaber J. Maucher Ngoc Thang Vu 19 46 0 04 Dec 2020
A Survey on Recent Advances in Sequence Labeling from Deep Learning Models Zhiyong He Zanbo Wang Wei Wei Shanshan Feng Xian-Ling Mao Sheng Jiang VLM 36 28 0 13 Nov 2020
Graph-based Reinforcement Learning for Active Learning in Real Time: An Application in Modeling River Networks X. Jia Beiyu Lin Jacob Aaron Zwart J. Sadler A. Appling S. Oliver J. Read OffRL AI4CE 31 6 0 27 Oct 2020
Calibrated Language Model Fine-Tuning for In- and Out-of-Distribution Data Lingkai Kong Haoming Jiang Yuchen Zhuang Jie Lyu T. Zhao Chao Zhang OODD 24 26 0 22 Oct 2020
ASTRAL: Adversarial Trained LSTM-CNN for Named Entity Recognition Jiuniu Wang Wenjia Xu Xingyu Fu Guangluan Xu Yirong Wu 20 57 0 02 Sep 2020
Active Learning under Label Shift Eric Zhao Anqi Liu Anima Anandkumar Yisong Yue 19 26 0 16 Jul 2020
LEAN-LIFE: A Label-Efficient Annotation Framework Towards Learning from Explanation Dong-Ho Lee Rahul Khanna Bill Yuchen Lin Jamin Chen Seyeon Lee Qinyuan Ye Elizabeth Boschee Leonardo Neves Xiang Ren 27 22 0 16 Apr 2020
FedNER: Privacy-preserving Medical Named Entity Recognition with Federated Learning Suyu Ge Fangzhao Wu Chuhan Wu Tao Qi Yongfeng Huang Xing Xie 158 56 0 20 Mar 2020
Supporting DNN Safety Analysis and Retraining through Heatmap-based Unsupervised Learning Hazem M. Fahmy F. Pastore M. Bagherzadeh Lionel C. Briand AI4CE AAML 27 30 0 03 Feb 2020
Active Learning for Entity Alignment M. Berrendorf Evgeniy Faerman Volker Tresp 27 17 0 24 Jan 2020
Computationally Efficient NER Taggers with Combined Embeddings and Constrained Decoding Brian Lester Daniel Pressel Amy Hemmeter Sagnik Ray Choudhury 19 3 0 05 Jan 2020
Hierarchical Contextualized Representation for Named Entity Recognition Ying Luo Fengshun Xiao Zhao Hai 27 129 0 06 Nov 2019
Selection via Proxy: Efficient Data Selection for Deep Learning Cody Coleman Christopher Yeh Stephen Mussmann Baharan Mirzasoleiman Peter Bailis Percy Liang J. Leskovec Matei A. Zaharia 15 328 0 26 Jun 2019
Incremental Learning from Scratch for Task-Oriented Dialogue Systems Weikang Wang Jiajun Zhang Q. Li M. Hwang Chengqing Zong Zhifei Li CLL 17 21 0 12 Jun 2019
Practical Obstacles to Deploying Active Learning David Lowell Zachary Chase Lipton Byron C. Wallace 33 111 0 12 Jul 2018
Bilingual Character Representation for Efficiently Addressing Out-of-Vocabulary Words in Code-Switching Named Entity Recognition Genta Indra Winata Chien-Sheng Wu Andrea Madotto Pascale Fung 13 15 0 30 May 2018
Active Learning with Partial Feedback Peiyun Hu Zachary Chase Lipton Anima Anandkumar Deva Ramanan 22 66 0 21 Feb 2018
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 255 13,364 0 25 Aug 2014