Text and Causal Inference: A Review of Using Text to Remove Confounding from Causal Estimates

1 May 2020

Papers citing "Text and Causal Inference: A Review of Using Text to Remove Confounding from Causal Estimates"

38 / 38 papers shown

Title
Empirical likelihood for Fréchet means on open books Karthik Bharath Huiling Le A. Wood Xi Yan 176 0 0 25 Dec 2024
Causal Representation Learning with Generative Artificial Intelligence: Application to Texts as Treatments Kosuke Imai Kentaro Nakamura CML 131 6 0 01 Oct 2024
Deep Autoregressive Models as Causal Inference Engines Daniel Jiwoong Im Kevin Zhang Nakul Verma Kyunghyun Cho CML 77 1 0 27 Sep 2024
Causal Inference with Large Language Model: A Survey Jing Ma CML LRM 257 9 0 15 Sep 2024
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Yangqiu Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 131 3 0 23 May 2023
Integrating Earth Observation Data into Causal Inference: Challenges and Opportunities Connor Jerzak Fredrik D. Johansson Adel Daoud CML 72 12 0 30 Jan 2023
Causal Estimation for Text Data with (Apparent) Overlap Violations Lin Gui Victor Veitch OOD 104 13 0 30 Sep 2022
Neuro-Symbolic Procedural Planning with Commonsense Prompting Yujie Lu Weixi Feng Wanrong Zhu Wenda Xu Xinze Wang Miguel P. Eckstein William Yang Wang LM&Ro 81 37 0 06 Jun 2022
Conceptualizing Treatment Leakage in Text-based Causal Inference Adel Daoud Connor Jerzak Richard Johansson CML 65 9 0 01 May 2022
Towards Fine-grained Causal Reasoning and QA Linyi Yang Zhen Wang Yuxiang Wu Jie Yang Yue Zhang 88 16 0 15 Apr 2022
A Rationale-Centric Framework for Human-in-the-loop Machine Learning Jinghui Lu Linyi Yang Brian Mac Namee Yue Zhang 93 39 0 24 Mar 2022
Evaluation Methods and Measures for Causal Learning Algorithms Lu Cheng Ruocheng Guo Raha Moraffah Paras Sheth K. S. Candan Huan Liu CML ELM 114 54 0 07 Feb 2022
Some Reflections on Drawing Causal Inference using Textual Data: Parallels Between Human Subjects and Organized Texts Boshen Zhang Jiayao Zhang 51 5 0 02 Feb 2022
A Causal Lens for Controllable Text Generation Zhiting Hu Erran L. Li 116 64 0 22 Jan 2022
Identifying Causal Influences on Publication Trends and Behavior: A Case Study of the Computational Linguistics Community M. Glenski Svitlana Volkova CML AI4CE 94 1 0 15 Oct 2021
Causal Direction of Data Collection Matters: Implications of Causal and Anticausal Learning for NLP Zhijing Jin Julius von Kügelgen Jingwei Ni Tejas Vaidhya Ayush Kaushal Mrinmaya Sachan Bernhard Schoelkopf CML 105 32 0 07 Oct 2021
Enhancing Model Robustness and Fairness with Causality: A Regularization Approach Zhao Wang Kai Shu A. Culotta OOD 120 14 0 03 Oct 2021
A Survey of Online Hate Speech through the Causal Lens Antigoni-Maria Founta Lucia Specia 39 6 0 16 Sep 2021
Text as Causal Mediators: Research Design for Causal Estimates of Differential Treatment of Social Groups via Language Aspects Katherine A. Keith Douglas Rice Brendan O'Connor CML 61 4 0 15 Sep 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 123 246 0 02 Sep 2021
What do writing features tell us about AI papers? Zining Zhu Bai Li Yang Xu Frank Rudzicz 31 0 0 13 Jul 2021
Causal Discovery in Knowledge Graphs by Exploiting Asymmetric Properties of Non-Gaussian Distributions Rohan Giriraj Sinnu Susan Thomas CML 56 0 0 02 Jun 2021
Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis Xiao Liu Da Yin Yansong Feng Yuting Wu Dongyan Zhao CML AILaw 106 36 0 19 Apr 2021
What Makes a Scientific Paper be Accepted for Publication? Panagiotis Fytas Georgios Rizos Lucia Specia 40 10 0 14 Apr 2021
Generating Synthetic Text Data to Evaluate Causal Inference Methods Zach Wood-Doughty I. Shpitser Mark Dredze SyDa CML 68 11 0 10 Feb 2021
Controlled Analyses of Social Biases in Wikipedia Bios Anjalie Field Chan Young Park Kevin Z. Lin Yulia Tsvetkov 81 26 0 31 Dec 2020
Robustness to Spurious Correlations in Text Classification via Automatically Generated Counterfactuals Zhao Wang A. Culotta CML OOD 77 100 0 18 Dec 2020
Uncovering Latent Biases in Text: Method and Application to Peer Review Emaad Manzoor Nihar B. Shah 72 39 0 29 Oct 2020
Causal Effects of Linguistic Properties Reid Pryzant Dallas Card Dan Jurafsky Victor Veitch Dhanya Sridhar CML 123 49 0 24 Oct 2020
Uncertainty over Uncertainty: Investigating the Assumptions, Annotations, and Text Measurements of Economic Policy Uncertainty Katherine A. Keith Christoph Teichmann Brendan O'Connor Edgar Meij UQLM 43 8 0 09 Oct 2020
Identifying Spurious Correlations for Robust Text Classification Zhao Wang A. Culotta OOD 80 78 0 06 Oct 2020
Adjusting for Confounders with Text: Challenges and an Empirical Evaluation Framework for Causal Inference Galen Cassebeer Weld Peter West M. Glenski David Arbour Ryan Rossi Tim Althoff CML 115 20 0 21 Sep 2020
Quantifying the Causal Effects of Conversational Tendencies Justine Zhang Sendhil Mullainathan Cristian Danescu-Niculescu-Mizil CML 73 26 0 08 Sep 2020
CausaLM: Causal Model Explanation Through Counterfactual Language Models Amir Feder Nadav Oved Uri Shalit Roi Reichart CML LRM 161 162 0 27 May 2020
Unsupervised Discovery of Implicit Gender Bias Anjalie Field Yulia Tsvetkov 92 49 0 17 Apr 2020
A Survey on Causal Inference Liuyi Yao Zhixuan Chu Sheng Li Yaliang Li Jing Gao Aidong Zhang CML 126 518 0 05 Feb 2020
How to Make Causal Inferences Using Texts Naoki Egami Christian Fong Justin Grimmer Margaret E. Roberts Brandon M Stewart CML 90 144 0 06 Feb 2018
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 283 288 0 09 Jul 2017