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2110.03484
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Creating Training Sets via Weak Indirect Supervision
7 October 2021
Jieyu Zhang
Bohan Wang
Xiangchen Song
Yujing Wang
Yaming Yang
Jing Bai
Alexander Ratner
OffRL
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Papers citing
"Creating Training Sets via Weak Indirect Supervision"
14 / 14 papers shown
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
296
6
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
265
13
0
17 Jun 2024
WeShap: Weak Supervision Source Evaluation with Shapley Values
Naiqing Guan
Nick Koudas
453
0
0
16 Jun 2024
On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
Lin Long
Rui Wang
Ruixuan Xiao
Junbo Zhao
Xiao Ding
Gang Chen
Haobo Wang
SyDa
353
300
0
14 Jun 2024
Leveraging Large Language Models for Structure Learning in Prompted Weak Supervision
Jinyan Su
Peilin Yu
Jieyu Zhang
Stephen H. Bach
252
3
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
469
7
0
04 Dec 2023
CoAnnotating: Uncertainty-Guided Work Allocation between Human and Large Language Models for Data Annotation
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Minzhi Li
Taiwei Shi
Caleb Ziems
Min-Yen Kan
Nancy F. Chen
Zhengyuan Liu
Diyi Yang
360
123
0
24 Oct 2023
Losses over Labels: Weakly Supervised Learning via Direct Loss Construction
AAAI Conference on Artificial Intelligence (AAAI), 2022
Dylan Sam
J. Zico Kolter
NoLa
OffRL
428
14
0
13 Dec 2022
Adaptive Ranking-based Sample Selection for Weakly Supervised Class-imbalanced Text Classification
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Linxin Song
Jieyu Zhang
Tianxiang Yang
M. Goto
351
12
0
06 Oct 2022
Leveraging Instance Features for Label Aggregation in Programmatic Weak Supervision
International Conference on Artificial Intelligence and Statistics (AISTATS), 2022
Jieyu Zhang
Linxin Song
Alexander Ratner
258
8
0
06 Oct 2022
Binary Classification with Positive Labeling Sources
International Conference on Information and Knowledge Management (CIKM), 2022
Jieyu Zhang
Yujing Wang
Yaming Yang
Yang Luo
Alexander Ratner
254
6
0
02 Aug 2022
Understanding Programmatic Weak Supervision via Source-aware Influence Function
Neural Information Processing Systems (NeurIPS), 2022
Jieyu Zhang
Hong Wang
Cheng-Yu Hsieh
Alexander Ratner
TDI
311
12
0
25 May 2022
Language Models in the Loop: Incorporating Prompting into Weak Supervision
ACM / IMS Journal of Data Science (JDS), 2022
Ryan Smith
Jason Alan Fries
Braden Hancock
Stephen H. Bach
354
68
0
04 May 2022
A Survey on Programmatic Weak Supervision
Jieyu Zhang
Cheng-Yu Hsieh
Yue Yu
Chao Zhang
Alexander Ratner
561
104
0
11 Feb 2022
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