ALLSH: Active Learning Guided by Local Sensitivity and Hardness

10 May 2022

Mingyuan Zhou

Papers citing "ALLSH: Active Learning Guided by Local Sensitivity and Hardness"

26 / 26 papers shown

Title
ALVIN: Active Learning Via INterpolation Michalis Korakakis Andreas Vlachos Adrian Weller 25 0 0 11 Oct 2024
SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe Yuxin Xiao Shujian Zhang Wenxuan Zhou Marzyeh Ghassemi Sanqiang Zhao 44 0 0 07 Oct 2024
Not All Preference Pairs Are Created Equal: A Recipe for Annotation-Efficient Iterative Preference Learning Sen Yang Leyang Cui Deng Cai Xinting Huang Shuming Shi Wai Lam 38 8 0 25 Jun 2024
Switchable Decision: Dynamic Neural Generation Networks Shujian Zhang Korawat Tanwisuth Chengyue Gong Pengcheng He Mi Zhou BDL 28 0 0 07 May 2024
Enhancing Effectiveness and Robustness in a Low-Resource Regime via Decision-Boundary-aware Data Augmentation Kyohoon Jin Junho Lee Juhwan Choi Sangmin Song Youngbin Kim 29 0 0 22 Mar 2024
The Efficiency Spectrum of Large Language Models: An Algorithmic Survey Tianyu Ding Tianyi Chen Haidong Zhu Jiachen Jiang Yiqi Zhong Jinxin Zhou Guangzhi Wang Zhihui Zhu Ilya Zharkov Luming Liang 25 21 0 01 Dec 2023
Human Still Wins over LLM: An Empirical Study of Active Learning on Domain-Specific Annotation Tasks Yuxuan Lu Bingsheng Yao Shao Zhang Yun Wang Peng Zhang T. Lu Toby Jia-Jun Li Dakuo Wang ALM 29 16 0 16 Nov 2023
More Samples or More Prompts? Exploring Effective In-Context Sampling for LLM Few-Shot Prompt Engineering Bingsheng Yao Guiming Hardy Chen Ruishi Zou Yuxuan Lu Jiachen Li Shao Zhang Yisi Sang Sijia Liu James A. Hendler Dakuo Wang 30 13 0 16 Nov 2023
XAL: EXplainable Active Learning Makes Classifiers Better Low-resource Learners Yun Luo Zhen Yang Fandong Meng Yingjie Li Fang Guo Qinglin Qi Jie Zhou Yue Zhang 13 1 0 09 Oct 2023
ActiveGLAE: A Benchmark for Deep Active Learning with Transformers Lukas Rauch Matthias Aßenmacher Denis Huseljic Moritz Wirth Bernd Bischl Bernhard Sick 31 11 0 16 Jun 2023
Preference-grounded Token-level Guidance for Language Model Fine-tuning Shentao Yang Shujian Zhang Congying Xia Yihao Feng Caiming Xiong Mi Zhou 21 22 0 01 Jun 2023
ActiveAED: A Human in the Loop Improves Annotation Error Detection Leon Weber Barbara Plank 19 10 0 31 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 27 10 0 22 May 2023
On the Limitations of Simulating Active Learning Katerina Margatina Nikolaos Aletras 23 11 0 21 May 2023
POUF: Prompt-oriented unsupervised fine-tuning for large pre-trained models Korawat Tanwisuth Shujian Zhang Huangjie Zheng Pengcheng He Mingyuan Zhou VLM VPVLM 76 15 0 29 Apr 2023
Fantastic Rewards and How to Tame Them: A Case Study on Reward Learning for Task-oriented Dialogue Systems Yihao Feng Shentao Yang Shujian Zhang Jianguo Zhang Caiming Xiong Mi Zhou Haiquan Wang OffRL 20 24 0 20 Feb 2023
A Prototype-Oriented Clustering for Domain Shift with Source Privacy Korawat Tanwisuth Shujian Zhang Pengcheng He Mingyuan Zhou 21 3 0 08 Feb 2023
Passage-Mask: A Learnable Regularization Strategy for Retriever-Reader Models Shujian Zhang Chengyue Gong Xingchao Liu RALM 32 6 0 02 Nov 2022
A Survey of Active Learning for Natural Language Processing Zhisong Zhang Emma Strubell Eduard H. Hovy LM&MA 22 47 0 18 Oct 2022
A Unified Framework for Alternating Offline Model Training and Policy Learning Shentao Yang Shujian Zhang Yihao Feng Mi Zhou OffRL 31 16 0 12 Oct 2022
Regularizing a Model-based Policy Stationary Distribution to Stabilize Offline Reinforcement Learning Shentao Yang Yihao Feng Shujian Zhang Mi Zhou OffRL 26 10 0 14 Jun 2022
Bayesian Attention Modules Xinjie Fan Shujian Zhang Bo Chen Mingyuan Zhou 100 59 0 20 Oct 2020
Cold-start Active Learning through Self-supervised Language Modeling Michelle Yuan Hsuan-Tien Lin Jordan L. Boyd-Graber 104 180 0 19 Oct 2020
Calibration of Pre-trained Transformers Shrey Desai Greg Durrett UQLM 234 288 0 17 Mar 2020
Consistency-based Semi-supervised Active Learning: Towards Minimizing Labeling Cost M. Gao Zizhao Zhang Guo-Ding Yu Sercan Ö. Arik L. Davis Tomas Pfister 151 194 0 16 Oct 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,927 0 20 Apr 2018