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Challenges of Using Text Classifiers for Causal Inference

Challenges of Using Text Classifiers for Causal Inference

1 October 2018
Zach Wood-Doughty
I. Shpitser
Mark Dredze
    CML
ArXiv (abs)PDFHTML

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
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
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
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
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
A Causal Lens for Controllable Text Generation
Zhiting Hu
Erran L. Li
116
64
0
22 Jan 2022
Unsupervised Editing for Counterfactual Stories
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
Identifying Causal Influences on Publication Trends and Behavior: A Case Study of the Computational Linguistics Community
M. Glenski
Svitlana Volkova
CMLAI4CE
89
1
0
15 Oct 2021
Enhancing Model Robustness and Fairness with Causality: A Regularization
  Approach
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
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
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
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification
Yongming Rao
Guangyi Chen
Jiwen Lu
Jie Zhou
CMLOOD
88
247
0
19 Aug 2021
What do writing features tell us about AI papers?
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
Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis
Xiao Liu
Da Yin
Yansong Feng
Yuting Wu
Dongyan Zhao
CMLAILaw
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
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
Generating Synthetic Text Data to Evaluate Causal Inference Methods
Zach Wood-Doughty
I. Shpitser
Mark Dredze
SyDaCML
68
11
0
10 Feb 2021
Robustness to Spurious Correlations in Text Classification via
  Automatically Generated Counterfactuals
Robustness to Spurious Correlations in Text Classification via Automatically Generated Counterfactuals
Zhao Wang
A. Culotta
CMLOOD
77
100
0
18 Dec 2020
Causal Effects of Linguistic Properties
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
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
Causal Feature Selection with Dimension Reduction for Interpretable Text Classification
Guohou Shan
James R. Foulds
Shimei Pan
CMLOOD
59
0
0
09 Oct 2020
Identifying Spurious Correlations for Robust Text Classification
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
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
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
CausaLM: Causal Model Explanation Through Counterfactual Language Models
Amir Feder
Nadav Oved
Uri Shalit
Roi Reichart
CMLLRM
161
162
0
27 May 2020
A Survey on Causal Inference
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
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
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
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
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