Latent Causal Probing: A Formal Perspective on Probing with Causal
Models of Data

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Latent Causal Probing: A Formal Perspective on Probing with Causal Models of Data

18 July 2024

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Papers citing "Latent Causal Probing: A Formal Perspective on Probing with Causal Models of Data"

13 / 13 papers shown

Title
Understanding Causality with Large Language Models: Feasibility and Opportunities Cheng Zhang Stefan Bauer Paul N. Bennett Jian-chuan Gao Wenbo Gong ... Joel Jennings Chao Ma Tom Minka Nick Pawlowski James Vaughan LRM ELM 108 61 0 11 Apr 2023
Measuring Causal Effects of Data Statistics on Language Model's `Factual' Predictions Yanai Elazar Nora Kassner Shauli Ravfogel Amir Feder Abhilasha Ravichander Marius Mosbach Yonatan Belinkov Hinrich Schütze Yoav Goldberg CML SyDa MILM 87 55 0 28 Jul 2022
CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior Eldar David Abraham Karel DÓosterlinck Amir Feder Y. Gat Atticus Geiger Christopher Potts Roi Reichart Zhengxuan Wu CML 118 47 0 27 May 2022
Naturalistic Causal Probing for Morpho-Syntax Afra Amini Tiago Pimentel Clara Meister Ryan Cotterell MILM 135 19 0 14 May 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 251 1,381 0 10 Feb 2022
Can Language Models Encode Perceptual Structure Without Grounding? A Case Study in Color Mostafa Abdou Artur Kulmizev Daniel Hershcovich Stella Frank Ellie Pavlick Anders Søgaard 74 125 0 13 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 83 244 0 02 Sep 2021
Implicit Representations of Meaning in Neural Language Models Belinda Z. Li Maxwell Nye Jacob Andreas NAI MILM 62 177 0 01 Jun 2021
Probing Classifiers: Promises, Shortcomings, and Advances Yonatan Belinkov 288 453 0 24 Feb 2021
Information-Theoretic Probing with Minimum Description Length Elena Voita Ivan Titov 85 276 0 27 Mar 2020
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data Divyansh Kaushik Eduard H. Hovy Zachary Chase Lipton CML 96 570 0 26 Sep 2019
Designing and Interpreting Probes with Control Tasks John Hewitt Percy Liang 76 537 0 08 Sep 2019
Analysis Methods in Neural Language Processing: A Survey Yonatan Belinkov James R. Glass 84 558 0 21 Dec 2018