Generating Synthetic Text Data to Evaluate Causal Inference Methods

Generating Synthetic Text Data to Evaluate Causal Inference Methods

10 February 2021

Zach Wood-Doughty

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

9 / 9 papers shown

Title
Boosting Synthetic Data Generation with Effective Nonlinear Causal Discovery Martina Cinquini F. Giannotti Riccardo Guidotti 32 10 0 18 Jan 2023
Conceptualizing Treatment Leakage in Text-based Causal Inference Adel Daoud Connor Jerzak Richard Johansson CML 19 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 112 20 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 41 234 0 02 Sep 2021
Code-Switched Language Models Using Neural Based Synthetic Data from Parallel Sentences Genta Indra Winata Andrea Madotto Chien-Sheng Wu Pascale Fung SyDa 129 92 0 18 Sep 2019
PubMedQA: A Dataset for Biomedical Research Question Answering Qiao Jin Bhuwan Dhingra Zhengping Liu William W. Cohen Xinghua Lu 222 812 0 13 Sep 2019
The Woman Worked as a Babysitter: On Biases in Language Generation Emily Sheng Kai-Wei Chang Premkumar Natarajan Nanyun Peng 223 616 0 03 Sep 2019
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks E. Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 156 569 0 19 Mar 2017
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 232 719 0 12 May 2016