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Training Complex Models with Multi-Task Weak Supervision

5 October 2018

Alexander Ratner

Papers citing "Training Complex Models with Multi-Task Weak Supervision"

50 / 120 papers shown

Title
Label Propagation with Weak Supervision Rattana Pukdee Dylan Sam Maria-Florina Balcan Pradeep Ravikumar 87 9 0 07 Oct 2022
Adaptive Ranking-based Sample Selection for Weakly Supervised Class-imbalanced Text Classification Linxin Song Jieyu Zhang Tianxiang Yang M. Goto 66 4 0 06 Oct 2022
Leveraging Instance Features for Label Aggregation in Programmatic Weak Supervision Jieyu Zhang Linxin Song Alexander Ratner 108 8 0 06 Oct 2022
Ask Me Anything: A simple strategy for prompting language models Simran Arora A. Narayan Mayee F. Chen Laurel J. Orr Neel Guha Kush S. Bhatia Ines Chami Frederic Sala Christopher Ré ReLM LRM 286 219 0 05 Oct 2022
AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels Nicholas Roberts Xintong Li Tzu-Heng Huang Dyah Adila Spencer Schoenberg Chengao Liu Lauren Pick Haotian Ma Aws Albarghouthi Frederic Sala UQCV 117 9 0 30 Aug 2022
Binary Classification with Positive Labeling Sources Jieyu Zhang Yujing Wang Yaming Yang Yang Luo Alexander Ratner 64 5 0 02 Aug 2022
Learning Hyper Label Model for Programmatic Weak Supervision Renzhi Wu Sheng Chen Jieyu Zhang Xu Chu 112 17 0 27 Jul 2022
What's in the laundromat? Mapping and characterising offshore owned domestic property in London J. Bourne Andrea Ingianni Rex Mckenzie 41 1 0 22 Jul 2022
Integrated Weak Learning Peter Hayes Mingtian Zhang Raza Habib Jordan Burgess Emine Yilmaz David Barber 89 1 0 19 Jun 2022
To Aggregate or Not? Learning with Separate Noisy Labels Jiaheng Wei Zhaowei Zhu Tianyi Luo Ehsan Amid Abhishek Kumar Yang Liu NoLa 77 40 0 14 Jun 2022
Training Subset Selection for Weak Supervision Hunter Lang Aravindan Vijayaraghavan David Sontag NoLa 92 23 0 06 Jun 2022
XPASC: Measuring Generalization in Weak Supervision by Explainability and Association Luisa März Ehsaneddin Asgari Fabienne Braune Franziska Zimmermann Benjamin Roth 31 0 0 03 Jun 2022
Sparse Conditional Hidden Markov Model for Weakly Supervised Named Entity Recognition Yinghao Li Le Song Chao Zhang 51 12 0 27 May 2022
Understanding Programmatic Weak Supervision via Source-aware Influence Function Jieyu Zhang Hong Wang Cheng-Yu Hsieh Alexander Ratner TDI 88 12 0 25 May 2022
Weak Supervision with Incremental Source Accuracy Estimation R. Correro 8 0 0 11 May 2022
Language Models in the Loop: Incorporating Prompting into Weak Supervision Ryan Smith Jason Alan Fries Braden Hancock Stephen H. Bach 112 56 0 04 May 2022
WeaNF: Weak Supervision with Normalizing Flows Andreas Stephan Benjamin Roth 67 0 0 28 Apr 2022
ULF: Unsupervised Labeling Function Correction using Cross-Validation for Weak Supervision Anastasiia Sedova Benjamin Roth 74 1 0 14 Apr 2022
Label Augmentation with Reinforced Labeling for Weak Supervision Gürkan Solmaz Flavio Cirillo Fabio Maresca A. G. A. Kumar OffRL 44 2 0 13 Apr 2022
Shoring Up the Foundations: Fusing Model Embeddings and Weak Supervision Mayee F. Chen Daniel Y. Fu Dyah Adila Michael Zhang Frederic Sala Kayvon Fatahalian Christopher Ré 66 20 0 24 Mar 2022
Generative Modeling Helps Weak Supervision (and Vice Versa) Benedikt Boecking Nicholas Roberts Willie Neiswanger Stefano Ermon Frederic Sala Artur Dubrawski 50 1 0 22 Mar 2022
Survey on Automated Short Answer Grading with Deep Learning: from Word Embeddings to Transformers Stefan Haller Adina Aldea C. Seifert N. Strisciuglio 59 39 0 11 Mar 2022
Nemo: Guiding and Contextualizing Weak Supervision for Interactive Data Programming Cheng-Yu Hsieh Jieyu Zhang Alexander Ratner 100 16 0 02 Mar 2022
A Survey on Programmatic Weak Supervision Jieyu Zhang Cheng-Yu Hsieh Yue Yu Chao Zhang Alexander Ratner 112 93 0 11 Feb 2022
Data Consistency for Weakly Supervised Learning Chidubem Arachie Bert Huang NoLa 70 2 0 08 Feb 2022
A data-centric weak supervised learning for highway traffic incident detection Yixuan Sun Tanwi Mallick Prasanna Balaprakash Jane Macfarlane 96 13 0 17 Dec 2021
Universalizing Weak Supervision Changho Shin Winfred Li Harit Vishwakarma Nicholas Roberts Frederic Sala NoLa 69 31 0 07 Dec 2021
Automatic Synthesis of Diverse Weak Supervision Sources for Behavior Analysis Albert Tseng Jennifer J. Sun Yisong Yue 108 10 0 30 Nov 2021
Customer Sentiment Analysis using Weak Supervision for Customer-Agent Chat Navdeep Jain AI4MH 41 7 0 29 Nov 2021
Improved Regularization and Robustness for Fine-tuning in Neural Networks Dongyue Li Hongyang R. Zhang NoLa 95 56 0 08 Nov 2021
DP-SSL: Towards Robust Semi-supervised Learning with A Few Labeled Samples Yi Xu Jiandong Ding Lu Zhang Shuigeng Zhou 96 32 0 26 Oct 2021
Creating Training Sets via Weak Indirect Supervision Jieyu Zhang Bohan Wang Xiangchen Song Yujing Wang Yaming Yang Jing Bai Alexander Ratner OffRL 151 17 0 07 Oct 2021
WRENCH: A Comprehensive Benchmark for Weak Supervision Jieyu Zhang Yue Yu Yinghao Li Yujing Wang Yaming Yang Mao Yang Alexander Ratner 91 113 0 23 Sep 2021
Tab2Know: Building a Knowledge Base from Tables in Scientific Papers B. Kruit Hongyu Hè Jacopo Urbani LMTD 50 7 0 28 Jul 2021
Combining Probabilistic Logic and Deep Learning for Self-Supervised Learning Hoifung Poon Hai Wang Hunter Lang SSL 91 2 0 27 Jul 2021
Proceedings of the First Workshop on Weakly Supervised Learning (WeaSuL) Michael A. Hedderich Benjamin Roth Katharina Kann Barbara Plank Alex Ratner Dietrich Klakow 60 0 0 08 Jul 2021
End-to-End Weak Supervision Salva Rühling Cachay Benedikt Boecking A. Dubrawski NoLa 72 41 0 05 Jul 2021
Dependency Structure Misspecification in Multi-Source Weak Supervision Models Salva Rühling Cachay Benedikt Boecking A. Dubrawski 65 8 0 18 Jun 2021
Learning from Multiple Noisy Partial Labelers Peilin Yu Tiffany Ding Stephen H. Bach NoLa 71 22 0 08 Jun 2021
Controllable Abstractive Dialogue Summarization with Sketch Supervision Chien-Sheng Wu Linqing Liu Wenhao Liu Pontus Stenetorp Caiming Xiong 76 52 0 28 May 2021
BERTifying the Hidden Markov Model for Multi-Source Weakly Supervised Named Entity Recognition Yinghao Li Pranav Shetty Lu Liu Chao Zhang Le Song NoLa 81 35 0 26 May 2021
Active WeaSuL: Improving Weak Supervision with Active Learning Samantha Biegel Rafah El-Khatib Luiz Otavio Vilas Boas Oliveira M. Baak N. Aben 56 20 0 30 Apr 2021
Self-Training with Weak Supervision Giannis Karamanolakis Subhabrata Mukherjee Guoqing Zheng Ahmed Hassan Awadallah NoLa 65 86 0 12 Apr 2021
Comparing the Value of Labeled and Unlabeled Data in Method-of-Moments Latent Variable Estimation Mayee F. Chen Benjamin Cohen-Wang Stephen Mussmann Frederic Sala Christopher Ré 86 10 0 03 Mar 2021
Self-supervised self-supervision by combining deep learning and probabilistic logic Hunter Lang Hoifung Poon SSL 101 13 0 23 Dec 2020
Interactive Weak Supervision: Learning Useful Heuristics for Data Labeling Benedikt Boecking Willie Neiswanger Eric Xing A. Dubrawski NoLa OffRL 113 70 0 11 Dec 2020
Multiple Sclerosis Severity Classification From Clinical Text Alister D Costa Stefan Denkovski Michal Malyska S. Moon Brandon Rufino Zhen Yang Taylor W. Killian Marzyeh Ghassemi 68 12 0 29 Oct 2020
Improving Classification through Weak Supervision in Context-specific Conversational Agent Development for Teacher Education Debajyoti Datta Maria Phillips Jennifer L. Chiu G. Watson J. Bywater Laura E. Barnes Donald E. Brown 54 7 0 23 Oct 2020
Denoising Multi-Source Weak Supervision for Neural Text Classification Wendi Ren Yinghao Li Hanting Su David Kartchner Cassie S. Mitchell Chao Zhang NoLa 91 70 0 09 Oct 2020
Data Programming by Demonstration: A Framework for Interactively Learning Labeling Functions Sara Evensen Chang Ge Dongjin Choi cCaugatay Demiralp 96 8 0 03 Sep 2020