Challenges of Using Text Classifiers for Causal Inference

1 October 2018

Papers citing "Challenges of Using Text Classifiers for Causal Inference"

27 / 27 papers shown

Title
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 132 16 0 27 Jul 2024
Causal Estimation for Text Data with (Apparent) Overlap Violations Lin Gui Victor Veitch OOD 104 13 0 30 Sep 2022
Causal Intervention Improves Implicit Sentiment Analysis Siyin Wang Jie Zhou Changzhi Sun Junjie Ye Tao Gui Qi Zhang Xuanjing Huang 71 18 0 19 Aug 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 78 37 0 06 Jun 2022
A Causal Lens for Controllable Text Generation Zhiting Hu Erran L. Li 116 64 0 22 Jan 2022
Unsupervised Editing for Counterfactual Stories Jiangjie Chen Chun Gan Sijie Cheng Hao Zhou Yanghua Xiao Lei Li 140 12 0 10 Dec 2021
Identifying Causal Influences on Publication Trends and Behavior: A Case Study of the Computational Linguistics Community M. Glenski Svitlana Volkova CML AI4CE 89 1 0 15 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
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 59 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 118 246 0 02 Sep 2021
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Yongming Rao Guangyi Chen Jiwen Lu Jie Zhou CML OOD 88 247 0 19 Aug 2021
What do writing features tell us about AI papers? Zining Zhu Bai Li Yang Xu Frank Rudzicz 29 0 0 13 Jul 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
I Wish I Would Have Loved This One, But I Didn't -- A Multilingual Dataset for Counterfactual Detection in Product Reviews James OÑeill Polina Rozenshtein Ryuichi Kiryo Motoko Kubota Danushka Bollegala 76 31 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
Robustness to Spurious Correlations in Text Classification via Automatically Generated Counterfactuals Zhao Wang A. Culotta CML OOD 77 100 0 18 Dec 2020
Causal Effects of Linguistic Properties Reid Pryzant Dallas Card Dan Jurafsky Victor Veitch Dhanya Sridhar CML 121 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 36 8 0 09 Oct 2020
Causal Feature Selection with Dimension Reduction for Interpretable Text Classification Guohou Shan James R. Foulds Shimei Pan CML OOD 59 0 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
DeVLBert: Learning Deconfounded Visio-Linguistic Representations Shengyu Zhang Tan Jiang Tan Wang Kun Kuang Zhou Zhao Jianke Zhu Jin Yu Hongxia Yang Leilei Gan OOD 81 88 0 16 Aug 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
A Survey on Causal Inference Liuyi Yao Zhixuan Chu Sheng Li Yaliang Li Jing Gao Aidong Zhang CML 123 517 0 05 Feb 2020
Rethinking Text Attribute Transfer: A Lexical Analysis Yao Fu Hao Zhou Jiaze Chen Lei Li DRL 221 19 0 26 Sep 2019
Adapting Text Embeddings for Causal Inference Victor Veitch Dhanya Sridhar David M. Blei CML 61 21 0 29 May 2019
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