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Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach

15 October 2020

Papers citing "Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self-Training Approach"

50 / 75 papers shown

Title
Whispering in Amharic: Fine-tuning Whisper for Low-resource Language Dawit Ketema Gete Bedru Yimam Ahamed Tadesse Destaw Belay Yohannes Ayana Ejigu Sukairaj Hafiz Imam ... Umma Aliyu Musa Martin Semmann Shamsuddeen Hassan Muhammad Henning Schreiber Seid Muhie Yimam 279 2 0 24 Mar 2025
OCRT: Boosting Foundation Models in the Open World with Object-Concept-Relation TriadComputer Vision and Pattern Recognition (CVPR), 2025 Luyao Tang Yuxuan Yuan Chen Chen Zeyu Zhang Yue Huang Kun Zhang 310 5 0 24 Mar 2025
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Ran Xu Hejie Cui Yue Yu Xuan Kan Wenqi Shi Yuchen Zhuang Wei Jin Joyce C. Ho Carl Yang 351 32 0 28 Jan 2025
Scalable Multitask Learning Using Gradient-based Estimation of Task AffinityKnowledge Discovery and Data Mining (KDD), 2024 Dongyue Li Aneesh Sharma Hongyang R. Zhang 284 10 0 09 Sep 2024
Weak Reward Model Transforms Generative Models into Robust Causal Event Extraction Systems Italo Luis da Silva Hanqi Yan Lin Gui Yulan He CML 302 0 0 26 Jun 2024
WeShap: Weak Supervision Source Evaluation with Shapley Values Naiqing Guan Nick Koudas 307 0 0 16 Jun 2024
From Basic to Extra Features: Hypergraph Transformer Pretrain-then-Finetuning for Balanced Clinical Predictions on EHRACM Conference on Health, Inference, and Learning (CHIL), 2024 Ran Xu Yiwen Lu Chang Liu Yong Chen Yan Sun Xiao Hu Joyce C. Ho Carl Yang 151 1 0 09 Jun 2024
Theoretical Analysis of Weak-to-Strong Generalization Hunter Lang David Sontag Aravindan Vijayaraghavan 302 38 0 25 May 2024
Convergence Behavior of an Adversarial Weak Supervision Method Steven An Sanjoy Dasgupta 183 1 0 25 May 2024
NoiseBench: Benchmarking the Impact of Real Label Noise on Named Entity RecognitionConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Elena Merdjanovska Ansar Aynetdinov Alan Akbik NoLa 154 3 0 13 May 2024
Pearls from Pebbles: Improved Confidence Functions for Auto-labeling Harit Vishwakarma Reid Chen Chen Sui Jiet Tay Satya Sai Srinath Namburi Frederic Sala Ramya Korlakai Vinayak 259 5 0 24 Apr 2024
Cross-Platform Hate Speech Detection with Weakly Supervised Causal Disentanglement Paras Sheth Tharindu Kumarage Raha Moraffah Amanat Chadha Huan Liu 166 2 0 17 Apr 2024
Self-Improvement Programming for Temporal Knowledge Graph Question AnsweringInternational Conference on Language Resources and Evaluation (LREC), 2024 Zhuo Chen Zhao Zhang Zixuan Li Fei Wang Yutao Zeng Xiaolong Jin Yongjun Xu 272 12 0 02 Apr 2024
From Robustness to Improved Generalization and Calibration in Pre-trained Language Models Josip Jukić Jan Snajder 305 2 0 31 Mar 2024
A Simple but Effective Approach to Improve Structured Language Model Output for Information Extraction Yinghao Li R. Ramprasad Chao Zhang 352 24 0 20 Feb 2024
Numerical Claim Detection in Finance: A New Financial Dataset, Weak-Supervision Model, and Market Analysis Agam Shah Soungmin Lee Pratvi Shah Arkaprabha Banerjee Anushka Singh Dheeraj Eidnani Bhaskar Chaudhury Sudheer Chava 143 5 0 18 Feb 2024
Domain Adaptation of Multilingual Semantic Search -- Literature Review Anna Bringmann Anastasia Zhukova VLM 216 0 0 05 Feb 2024
UCE-FID: Using Large Unlabeled, Medium Crowdsourced-Labeled, and Small Expert-Labeled Tweets for Foodborne Illness DetectionBigData Congress [Services Society] (BSS), 2023 Ruofan Hu Dongyu Zhang Dandan Tao Huayi Zhang Hao Feng Elke A. Rundensteiner FedML 170 5 0 02 Dec 2023
PAC-tuning:Fine-tuning Pretrained Language Models with PAC-driven Perturbed Gradient DescentConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Guang-Da Liu Zhiyu Xue Xitong Zhang K. Johnson Rongrong Wang 158 8 0 26 Oct 2023
Robust Multi-Agent Reinforcement Learning via Adversarial Regularization: Theoretical Foundation and Stable AlgorithmsNeural Information Processing Systems (NeurIPS), 2023 Alexander Bukharin Yan Li Yue Yu Qingru Zhang Zhehui Chen Simiao Zuo Chao Zhang Songan Zhang Tuo Zhao OOD AAML 180 33 0 16 Oct 2023
Making Scalable Meta Learning PracticalNeural Information Processing Systems (NeurIPS), 2023 Sang Keun Choe Sanket Vaibhav Mehta Hwijeen Ahn Willie Neiswanger Pengtao Xie Emma Strubell Eric Xing 264 20 0 09 Oct 2023
Manifold-based Verbalizer Space Re-embedding for Tuning-free Prompt-based ClassificationAAAI Conference on Artificial Intelligence (AAAI), 2023 Hao Wang Sendong Zhao Chi-Liang Liu Nuwa Xi Muzhen Cai Bing Qin Ting Liu 146 3 0 08 Sep 2023
DEFTri: A Few-Shot Label Fused Contextual Representation Learning For Product Defect Triage in e-Commerce Ipsita Mohanty 107 2 0 21 Jul 2023
S2vNTM: Semi-supervised vMF Neural Topic Modeling Weijie Xu Jay Desai Srinivasan H. Sengamedu Xiaoyu Jiang Francis Iannacci VLM 157 1 0 06 Jul 2023
vONTSS: vMF based semi-supervised neural topic modeling with optimal transportAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Weijie Xu Xiaoyu Jiang Srinivasan H. Sengamedu Francis Iannacci Jinjin Zhao OT BDL 226 25 0 03 Jul 2023
Pareto Optimal Learning for Estimating Large Language Model ErrorsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Theodore Zhao Mu-Hsin Wei J. S. Preston Hoifung Poon 248 10 0 28 Jun 2023
Weakly-Supervised Scientific Document Classification via Retrieval-Augmented Multi-Stage TrainingAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2023 Ran Xu Yue Yu Joyce C. Ho Carl Yang 117 22 0 12 Jun 2023
Contrastive Bootstrapping for Label RefinementAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Shudi Hou Yu Xia Muhao Chen Sujian Li 130 0 0 07 Jun 2023
Local Boosting for Weakly-Supervised LearningKnowledge Discovery and Data Mining (KDD), 2023 Rongzhi Zhang Yue Yu Jiaming Shen Xiquan Cui Chao Zhang WSOL 256 3 0 05 Jun 2023
An Adaptive Method for Weak Supervision with Drifting DataInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Alessio Mazzetto Reza Esfandiarpoor E. Upfal Stephen H. Bach Stephen H. Bach 310 1 0 02 Jun 2023
PV2TEA: Patching Visual Modality to Textual-Established Information ExtractionAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Hejie Cui Rongmei Lin Nasser Zalmout Chenwei Zhang Jingbo Shang Carl Yang Xian Li VLM 270 4 0 01 Jun 2023
DyGen: Learning from Noisy Labels via Dynamics-Enhanced Generative ModelingKnowledge Discovery and Data Mining (KDD), 2023 Yuchen Zhuang Yue Yu Lingkai Kong Xiang Chen Chao Zhang NoLa SyDa AI4CE 234 19 0 30 May 2023
Controlled Text Generation with Hidden Representation TransformationsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Vaibhav Kumar H. Koorehdavoudi Masud Moshtaghi Amita Misra Ankit Chadha Emilio Ferrara 202 3 0 30 May 2023
Weaker Than You Think: A Critical Look at Weakly Supervised LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 D. Zhu Xiaoyu Shen Marius Mosbach Andreas Stephan Dietrich Klakow NoLa 196 14 0 27 May 2023
Cross-functional Analysis of Generalisation in Behavioural LearningTransactions of the Association for Computational Linguistics (TACL), 2023 Pedro Henrique Luz de Araujo Benjamin Roth 118 4 0 22 May 2023
PTGB: Pre-Train Graph Neural Networks for Brain Network AnalysisACM Conference on Health, Inference, and Learning (CHIL), 2023 Yi Yang Hejie Cui Carl Yang 188 23 0 20 May 2023
Teacher Intervention: Improving Convergence of Quantization Aware Training for Ultra-Low Precision TransformersConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 Minsoo Kim Kyuhong Shim Seongmin Park Wonyong Sung Jungwook Choi MQ 124 1 0 23 Feb 2023
Weakly Supervised Label Learning FlowsNeural Networks (Neural Netw.), 2023 You Lu Chidubem Arachie Bert Huang 252 2 0 19 Feb 2023
Neighborhood-Regularized Self-Training for Learning with Few LabelsAAAI Conference on Artificial Intelligence (AAAI), 2023 Ran Xu Yue Yu Hejie Cui Xuan Kan Yanqiao Zhu Joyce C. Ho Chao Zhang Carl Yang SSL 190 27 0 10 Jan 2023
Losses over Labels: Weakly Supervised Learning via Direct Loss ConstructionAAAI Conference on Artificial Intelligence (AAAI), 2022 Dylan Sam J. Zico Kolter NoLa OffRL 276 14 0 13 Dec 2022
Learning Task-Aware Effective Brain Connectivity for fMRI Analysis with Graph Neural Networks Yue Yu Xuan Kan Hejie Cui Ran Xu Yu Zheng ... Kun Zhang Razieh Nabi Ying Guo Chaogang Zhang Carl Yang 143 18 0 01 Nov 2022
Where to start? Analyzing the potential value of intermediate modelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Leshem Choshen Elad Venezian Shachar Don-Yehiya Noam Slonim Yoav Katz MoMe 331 28 0 31 Oct 2022
BERT-Flow-VAE: A Weakly-supervised Model for Multi-Label Text ClassificationInternational Conference on Computational Linguistics (COLING), 2022 Ziwen Liu J. Grau-Bové Scott Orr 144 2 0 27 Oct 2022
SepLL: Separating Latent Class Labels from Weak Supervision NoiseConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Andreas Stephan Vasiliki Kougia Benjamin Roth 146 8 0 25 Oct 2022
Adaptive Ranking-based Sample Selection for Weakly Supervised Class-imbalanced Text ClassificationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Linxin Song Jieyu Zhang Tianxiang Yang M. Goto 203 12 0 06 Oct 2022
Context-Aware Query Rewriting for Improving Users' Search Experience on E-commerce WebsitesAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Simiao Zuo Qingyu Yin Haoming Jiang Shaohui Xi Bing Yin Chao Zhang Tuo Zhao 155 7 0 15 Sep 2022
Cold-Start Data Selection for Few-shot Language Model Fine-tuning: A Prompt-Based Uncertainty Propagation Approach Yue Yu Rongzhi Zhang Ran Xu Jieyu Zhang Jiaming Shen Chao Zhang 147 24 0 15 Sep 2022
General-to-Specific Transfer Labeling for Domain Adaptable Keyphrase GenerationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 Rui Meng Tong Wang Xingdi Yuan Yingbo Zhou Daqing He 200 6 0 20 Aug 2022
Low-Resource Dense Retrieval for Open-Domain Question Answering: A Comprehensive Survey Xiaoyu Shen Svitlana Vakulenko Marco Del Tredici Gianni Barlacchi Bill Byrne Adria de Gispert RALM VLM 186 20 0 05 Aug 2022
Binary Classification with Positive Labeling SourcesInternational Conference on Information and Knowledge Management (CIKM), 2022 Jieyu Zhang Yujing Wang Yaming Yang Yang Luo Alexander Ratner 143 6 0 02 Aug 2022