Adjusting for Confounders with Text: Challenges and an Empirical Evaluation Framework for Causal Inference

21 September 2020

Ryan Rossi

Papers citing "Adjusting for Confounders with Text: Challenges and an Empirical Evaluation Framework for Causal Inference"

21 / 21 papers shown

Title
Estimating Causal Effects of Text Interventions Leveraging LLMs Siyi Guo Myrl G. Marmarelis Fred Morstatter Kristina Lerman CML 400 0 0 28 Oct 2024
Quantifying the Causal Effects of Conversational Tendencies Justine Zhang Sendhil Mullainathan Cristian Danescu-Niculescu-Mizil CML 30 26 0 08 Sep 2020
Causal Knowledge Extraction from Scholarly Papers in Social Sciences V. Z. Chen Felipe Montano-Campos Wlodek Zadrozny CML 28 3 0 16 Jun 2020
Text and Causal Inference: A Review of Using Text to Remove Confounding from Causal Estimates Katherine A. Keith David D. Jensen Brendan O'Connor CML 37 114 0 01 May 2020
Don't Stop Pretraining: Adapt Language Models to Domains and Tasks Suchin Gururangan Ana Marasović Swabha Swayamdipta Kyle Lo Iz Beltagy Doug Downey Noah A. Smith VLM AI4CE CLL 139 2,423 0 23 Apr 2020
The Case for Evaluating Causal Models Using Interventional Measures and Empirical Data A. Gentzel Dan Garant David D. Jensen CML ELM 44 46 0 11 Oct 2019
Adapting Text Embeddings for Causal Inference Victor Veitch Dhanya Sridhar David M. Blei CML 38 21 0 29 May 2019
HIBERT: Document Level Pre-training of Hierarchical Bidirectional Transformers for Document Summarization Xingxing Zhang Furu Wei M. Zhou 75 379 0 16 May 2019
When do Words Matter? Understanding the Impact of Lexical Choice on Audience Perception using Individual Treatment Effect Estimation Zhao Wang A. Culotta CML 39 15 0 12 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,729 0 11 Oct 2018
Challenges of Using Text Classifiers for Causal Inference Zach Wood-Doughty I. Shpitser Mark Dredze CML 36 73 0 01 Oct 2018
Conversations Gone Awry: Detecting Early Signs of Conversational Failure Justine Zhang Cristian Danescu-Niculescu-Mizil Cristian Danescu-Niculescu-Mizil Lucas Dixon Yiqing Hua Nithum Thain Dario Taraborelli 62 189 0 14 May 2018
How to Make Causal Inferences Using Texts Naoki Egami Christian Fong Justin Grimmer Margaret E. Roberts Brandon M Stewart CML 64 140 0 06 Feb 2018
Matching with Text Data: An Experimental Evaluation of Methods for Matching Documents and of Measuring Match Quality Reagan Mozer Luke W. Miratrix A. Kaufman L. Jason Anastasopoulos CML 51 61 0 02 Jan 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 166 286 0 09 Jul 2017
Bias and high-dimensional adjustment in observational studies of peer effects Dean Eckles E. Bakshy 40 61 0 14 Jun 2017
A Deep Causal Inference Approach to Measuring the Effects of Forming Group Loans in Online Non-profit Microfinance Platform T. T. Pham Yuanyuan Shen 3DV 32 19 0 08 Jun 2017
Bag of Tricks for Efficient Text Classification Armand Joulin Edouard Grave Piotr Bojanowski Tomas Mikolov VLM 168 4,618 0 06 Jul 2016
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 280 729 0 12 May 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.7K 150,006 0 22 Dec 2014
The effect of wording on message propagation: Topic- and author-controlled natural experiments on Twitter Chenhao Tan Lillian Lee B. Pang 77 200 0 06 May 2014