Creating Training Sets via Weak Indirect Supervision

Creating Training Sets via Weak Indirect Supervision

7 October 2021

Xiangchen Song

Yujing Wang

Jing Bai

Alexander Ratner

Papers citing "Creating Training Sets via Weak Indirect Supervision"

14 / 14 papers shown

Title
Model-in-the-Loop (MILO): Accelerating Multimodal AI Data Annotation with LLMs Yifan Wang David Stevens Pranay Shah Wenwen Jiang Miao Liu ... Boying Gong Daniel Lee Jiabo Hu Ning Zhang Bob Kamma 35 1 0 16 Sep 2024
Decoding the Narratives: Analyzing Personal Drug Experiences Shared on Reddit Layla A. Bouzoubaa Elham Aghakhani Max Song Minh Trinh R. Rezapour 26 1 0 17 Jun 2024
WeShap: Weak Supervision Source Evaluation with Shapley Values Naiqing Guan Nick Koudas 50 0 0 16 Jun 2024
On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey Lin Long Rui Wang Ruixuan Xiao Junbo Zhao Xiao Ding Gang Chen Haobo Wang SyDa 51 91 0 14 Jun 2024
Leveraging Large Language Models for Structure Learning in Prompted Weak Supervision Jinyan Su Peilin Yu Jieyu Zhang Stephen H. Bach 19 2 0 02 Feb 2024
How Many Validation Labels Do You Need? Exploring the Design Space of Label-Efficient Model Ranking Zhengyu Hu Jieyu Zhang Yue Yu Yuchen Zhuang Hui Xiong 24 5 0 04 Dec 2023
CoAnnotating: Uncertainty-Guided Work Allocation between Human and Large Language Models for Data Annotation Minzhi Li Taiwei Shi Caleb Ziems Min-Yen Kan Nancy F. Chen Zhengyuan Liu Diyi Yang 16 68 0 24 Oct 2023
Losses over Labels: Weakly Supervised Learning via Direct Loss Construction Dylan Sam J. Zico Kolter NoLa OffRL 29 13 0 13 Dec 2022
Adaptive Ranking-based Sample Selection for Weakly Supervised Class-imbalanced Text Classification Linxin Song Jieyu Zhang Tianxiang Yang M. Goto 15 3 0 06 Oct 2022
Leveraging Instance Features for Label Aggregation in Programmatic Weak Supervision Jieyu Zhang Linxin Song Alexander Ratner 56 8 0 06 Oct 2022
Binary Classification with Positive Labeling Sources Jieyu Zhang Yujing Wang Yaming Yang Yang Luo Alexander Ratner 21 4 0 02 Aug 2022
Understanding Programmatic Weak Supervision via Source-aware Influence Function Jieyu Zhang Hong Wang Cheng-Yu Hsieh Alexander Ratner TDI 32 9 0 25 May 2022
Language Models in the Loop: Incorporating Prompting into Weak Supervision Ryan Smith Jason Alan Fries Braden Hancock Stephen H. Bach 45 53 0 04 May 2022
A Survey on Programmatic Weak Supervision Jieyu Zhang Cheng-Yu Hsieh Yue Yu Chao Zhang Alexander Ratner 19 91 0 11 Feb 2022