Generating Synthetic Text Data to Evaluate Causal Inference Methods

10 February 2021

Papers citing "Generating Synthetic Text Data to Evaluate Causal Inference Methods"

9 / 9 papers shown

Title
Reliability of Topic Modeling Kayla Schroeder Zach Wood-Doughty 62 0 0 30 Oct 2024
A Synthetic Dataset for Personal Attribute Inference Hanna Yukhymenko Robin Staab Mark Vero Martin Vechev SyDa 96 12 0 11 Jun 2024
Causal Inference from Text: Unveiling Interactions between Variables Yuxiang Zhou Yulan He CML 67 4 0 09 Nov 2023
RCT Rejection Sampling for Causal Estimation Evaluation Katherine A. Keith Sergey Feldman David Jurgens Jonathan Bragg Rohit Bhattacharya CML 77 7 0 27 Jul 2023
Boosting Synthetic Data Generation with Effective Nonlinear Causal Discovery Martina Cinquini F. Giannotti Riccardo Guidotti 75 13 0 18 Jan 2023
Conceptualizing Treatment Leakage in Text-based Causal Inference Adel Daoud Connor Jerzak Richard Johansson CML 52 9 0 01 May 2022
SynthBio: A Case Study in Human-AI Collaborative Curation of Text Datasets Ann Yuan Daphne Ippolito Vitaly Nikolaev Chris Callison-Burch Andy Coenen Sebastian Gehrmann SyDa 188 23 0 11 Nov 2021
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond Amir Feder Katherine A. Keith Emaad A. Manzoor Reid Pryzant Dhanya Sridhar ... Roi Reichart Margaret E. Roberts Brandon M Stewart Victor Veitch Diyi Yang CML 114 246 0 02 Sep 2021
Automated versus do-it-yourself methods for causal inference: Lessons learned from a data analysis competition Vincent Dorie J. Hill Uri Shalit M. Scott D. Cervone CML 261 288 0 09 Jul 2017