Title
Deconfounded Reasoning for Multimodal Fake News Detection via Causal Intervention Moyang Liu Kaiying Yan Yukun Liu Ruibo Fu Zhengqi Wen Xuefei Liu Chenxing Li 38 0 0 12 Apr 2025
Causal Inference on Outcomes Learned from Text Iman Modarressi Jann Spiess A. Venugopal CML SyDa 50 0 0 02 Mar 2025
A Reality Check on Context Utilisation for Retrieval-Augmented Generation Lovisa Hagström Sara Vera Marjanović Haeun Yu Arnav Arora Christina Lioma Maria Maistro Pepa Atanasova Isabelle Augenstein 77 0 0 22 Dec 2024
Gumbel Counterfactual Generation From Language Models Shauli Ravfogel Anej Svete Vésteinn Snæbjarnarson Ryan Cotterell LRM CML 33 1 0 11 Nov 2024
Multi-environment Topic Models Dominic Sobhani Amir Feder David M. Blei 25 0 0 31 Oct 2024
Estimating Causal Effects of Text Interventions Leveraging LLMs Siyi Guo Myrl G. Marmarelis Fred Morstatter Kristina Lerman CML 137 0 0 28 Oct 2024
Seeing Through VisualBERT: A Causal Adventure on Memetic Landscapes Dibyanayan Bandyopadhyay Mohammed Hasanuzzaman Asif Ekbal AAML 31 0 0 17 Oct 2024
Do LLMs Have the Generalization Ability in Conducting Causal Inference? Chen Wang Dongming Zhao Bo Wang Ruifang He Yuexian Hou ELM 27 0 0 15 Oct 2024
AutoPersuade: A Framework for Evaluating and Explaining Persuasive Arguments Till Raphael Saenger Musashi Hinck Justin Grimmer Brandon M Stewart 30 2 0 11 Oct 2024
Deciphering the Interplay of Parametric and Non-parametric Memory in Retrieval-augmented Language Models M. Farahani Richard Johansson RALM 31 2 0 07 Oct 2024
CreDes: Causal Reasoning Enhancement and Dual-End Searching for Solving Long-Range Reasoning Problems using LLMs Kangsheng Wang Xiao Zhang Hao Liu Songde Han Huimin Ma Tianyu Hu LRM 49 5 0 02 Oct 2024
Causal Representation Learning with Generative Artificial Intelligence: Application to Texts as Treatments Kosuke Imai Kentaro Nakamura CML 28 4 0 01 Oct 2024
The Imperative of Conversation Analysis in the Era of LLMs: A Survey of Tasks, Techniques, and Trends Xinghua Zhang Haiyang Yu Yongbin Li Minzheng Wang Longze Chen Fei Huang 43 5 0 21 Sep 2024
Advancing Event Causality Identification via Heuristic Semantic Dependency Inquiry Network Haoran Li Qiang Gao Hongmei Wu Li Huang 21 0 0 20 Sep 2024
CSCE: Boosting LLM Reasoning by Simultaneous Enhancing of Causal Significance and Consistency Kangsheng Wang Xiao Zhang Zizheng Guo Tianyu Hu Huimin Ma LRM 40 7 0 20 Sep 2024
Causal Inference with Large Language Model: A Survey Jing Ma CML LRM 91 8 0 15 Sep 2024
Diagnostic Reasoning in Natural Language: Computational Model and Application Nils Dycke Matej Zečević Ilia Kuznetsov Beatrix Suess Kristian Kersting Iryna Gurevych LRM 38 0 0 09 Sep 2024
Can Unconfident LLM Annotations Be Used for Confident Conclusions? Kristina Gligorić Tijana Zrnic Cinoo Lee Emmanuel J. Candès Dan Jurafsky 68 5 0 27 Aug 2024
SCENE: Evaluating Explainable AI Techniques Using Soft Counterfactuals Haoran Zheng Utku Pamuksuz 24 0 0 08 Aug 2024
The Quest for the Right Mediator: A History, Survey, and Theoretical Grounding of Causal Interpretability Aaron Mueller Jannik Brinkmann Millicent Li Samuel Marks Koyena Pal ... Arnab Sen Sharma Jiuding Sun Eric Todd David Bau Yonatan Belinkov CML 44 18 0 02 Aug 2024
Industrial-Grade Smart Troubleshooting through Causal Technical Language Processing: a Proof of Concept Alexandre Trilla Ossee Yiboe Nenad Mijatovic Jordi Vitrià 22 1 0 30 Jul 2024
Interpreting Low-level Vision Models with Causal Effect Maps Jinfan Hu Jinjin Gu Shiyao Yu Fanghua Yu Zheyuan Li Zhiyuan You Chaochao Lu Chao Dong CML 48 2 0 29 Jul 2024
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 38 10 0 27 Jul 2024
Latent Causal Probing: A Formal Perspective on Probing with Causal Models of Data Charles Jin Martin Rinard 32 1 0 18 Jul 2024
End-To-End Causal Effect Estimation from Unstructured Natural Language Data Nikita Dhawan Leonardo Cotta Karen Ullrich Rahul G. Krishnan Chris J. Maddison SyDa CML 3DV 30 7 0 09 Jul 2024
The Odyssey of Commonsense Causality: From Foundational Benchmarks to Cutting-Edge Reasoning Shaobo Cui Zhijing Jin Bernhard Schölkopf Boi Faltings CML LRM 44 4 0 27 Jun 2024
Not Eliminate but Aggregate: Post-Hoc Control over Mixture-of-Experts to Address Shortcut Shifts in Natural Language Understanding Ukyo Honda Tatsushi Oka Peinan Zhang Masato Mita 49 1 0 17 Jun 2024
Can LLMs Learn Macroeconomic Narratives from Social Media? Almog Gueta Amir Feder Zorik Gekhman Ariel Goldstein Roi Reichart 21 4 0 17 Jun 2024
Beyond Agreement: Diagnosing the Rationale Alignment of Automated Essay Scoring Methods based on Linguistically-informed Counterfactuals Yupei Wang Renfen Hu Zhe Zhao 32 2 0 29 May 2024
Conformal Counterfactual Inference under Hidden Confounding Zonghao Chen Ruocheng Guo Jean-François Ton Yang Liu CML OffRL 38 2 0 20 May 2024
Estimating the Causal Effects of Natural Logic Features in Transformer-Based NLI Models Julia Rozanova Marco Valentino André Freitas CML 32 0 0 03 Apr 2024
From Explainable to Interpretable Deep Learning for Natural Language Processing in Healthcare: How Far from Reality? Guangming Huang Yingya Li Shoaib Jameel Yunfei Long G. Papanastasiou 33 16 0 18 Mar 2024
Causality from Bottom to Top: A Survey Abraham Itzhak Weinberg Cristiano Premebida Diego Resende Faria CML 42 1 0 17 Mar 2024
Large Language Models and Causal Inference in Collaboration: A Survey Xiaoyu Liu Paiheng Xu Junda Wu Jiaxin Yuan Yifan Yang ... Haoliang Wang Tong Yu Julian McAuley Wei Ai Furong Huang ELM LRM 77 5 0 14 Mar 2024
Causal Prompting: Debiasing Large Language Model Prompting based on Front-Door Adjustment Congzhi Zhang Linhai Zhang Jialong Wu Deyu Zhou Guoqiang Xu CML AI4CE LRM 44 15 0 05 Mar 2024
Causal Imputation for Counterfactual SCMs: Bridging Graphs and Latent Factor Models Alvaro Ribot C. Squires Caroline Uhler 28 1 0 22 Feb 2024
Domain Generalization via Causal Adjustment for Cross-Domain Sentiment Analysis Siyin Wang Jie Zhou Qin Chen Qi Zhang Tao Gui Xuanjing Huang OOD TTA 32 1 0 22 Feb 2024
Is ChatGPT the Future of Causal Text Mining? A Comprehensive Evaluation and Analysis Takehiro Takayanagi Masahiro Suzuki Ryotaro Kobayashi Hiroki Sakaji Kiyoshi Izumi 42 1 0 22 Feb 2024
CMA-R:Causal Mediation Analysis for Explaining Rumour Detection Lin Tian Xiuzhen Zhang Jey Han Lau 24 0 0 13 Feb 2024
DoubleMLDeep: Estimation of Causal Effects with Multimodal Data Sven Klaassen Jan Teichert-Kluge Philipp Bach Victor Chernozhukov Martin Spindler Suhas Vijaykumar BDL CML 18 6 0 01 Feb 2024
Do Language Models Exhibit the Same Cognitive Biases in Problem Solving as Human Learners? Andreas Opedal Alessandro Stolfo Haruki Shirakami Ying Jiao Ryan Cotterell Bernhard Schölkopf Abulhair Saparov Mrinmaya Sachan LRM 35 13 0 31 Jan 2024
Tweets to Citations: Unveiling the Impact of Social Media Influencers on AI Research Visibility Iain Xie Weissburg Mehir Arora Xinyi Wang Liangming Pan W. Wang 19 3 0 24 Jan 2024
An Empirical Study of Counterfactual Visualization to Support Visual Causal Inference Arran Zeyu Wang D. Borland David Gotz CML 30 11 0 16 Jan 2024
The Effect of Human v/s Synthetic Test Data and Round-tripping on Assessment of Sentiment Analysis Systems for Bias Kausik Lakkaraju Aniket Gupta Biplav Srivastava Marco Valtorta Dezhi Wu 29 2 0 15 Jan 2024
Proximal Causal Inference With Text Data Jacob M. Chen Rohit Bhattacharya Katherine A. Keith 19 1 0 12 Jan 2024
Is Knowledge All Large Language Models Needed for Causal Reasoning? Hengrui Cai Shengjie Liu Rui Song LRM ELM 28 10 0 30 Dec 2023
Causal ATE Mitigates Unintended Bias in Controlled Text Generation Rahul Madhavan Kahini Wadhawan 41 0 0 19 Nov 2023
Measuring and Improving Attentiveness to Partial Inputs with Counterfactuals Yanai Elazar Bhargavi Paranjape Hao Peng Sarah Wiegreffe Khyathi Raghavi Vivek Srikumar Sameer Singh Noah A. Smith AAML OOD 26 0 0 16 Nov 2023
Causal Inference from Text: Unveiling Interactions between Variables Yuxiang Zhou Yulan He CML 27 4 0 09 Nov 2023
CRAB: Assessing the Strength of Causal Relationships Between Real-world Events Angelika Romanou Syrielle Montariol Debjit Paul Leo Laugier Karl Aberer Antoine Bosselut NAI 18 19 0 07 Nov 2023