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08/15/2023
REFORMS: Reporting Standards for Machine Learning Based Science
Machine learning (ML) methods are proliferating in scientific research. ...
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06/07/2023
Using Large Language Model Annotations for Valid Downstream Statistical Inference in Social Science: Design-Based Semi-Supervised Learning
In computational social science (CSS), researchers analyze documents to ...
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09/02/2021
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond
A fundamental goal of scientific research is to learn about causal relat...
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07/24/2020
Naïve regression requires weaker assumptions than factor models to adjust for multiple cause confounding
The empirical practice of using factor models to adjust for shared, unob...
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02/06/2018
How to Make Causal Inferences Using Texts
New text as data techniques offer a great promise: the ability to induct...
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10/30/2017