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Can Large Language Models Infer Causation from Correlation?

9 June 2023

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Papers citing "Can Large Language Models Infer Causation from Correlation?"

26 / 26 papers shown

Title
Think Global, Act Local: Bayesian Causal Discovery with Language Models in Sequential Data Prakhar Verma David Arbour Sunav Choudhary Harshita Chopra Arno Solin Atanu R. Sinha 10 0 0 19 Jun 2025
Causes in neuron diagrams, and testing causal reasoning in Large Language Models. A glimpse of the future of philosophy? Louis Vervoort Vitaly Nikolaev 17 0 0 17 Jun 2025
NextQuill: Causal Preference Modeling for Enhancing LLM Personalization Xiaoyan Zhao Juntao You Yang Zhang Wenjie Wang Hong Cheng Fuli Feng See-Kiong Ng Tat-Seng Chua 53 2 0 03 Jun 2025
LLM Cannot Discover Causality, and Should Be Restricted to Non-Decisional Support in Causal Discovery Xingyu Wu Kui Yu Jibin Wu Kay Chen Tan CML 37 0 0 01 Jun 2025
CausalAbstain: Enhancing Multilingual LLMs with Causal Reasoning for Trustworthy Abstention Yuxi Sun Aoqi Zuo Wei Gao Jing Ma 31 0 0 31 May 2025
BiasCause: Evaluate Socially Biased Causal Reasoning of Large Language Models Tian Xie Tongxin Yin Vaishakh Keshava Xueru Zhang Siddhartha Reddy Jonnalagadda ELM LRM 124 0 0 08 Apr 2025
Accelerating Causal Network Discovery of Alzheimer Disease Biomarkers via Scientific Literature-based Retrieval Augmented Generation Xiaofan Zhou Liangjie Huang Pinyang Cheng Wenpen Yin Rui Zhang Wenrui Hao Lu Cheng 59 0 0 01 Apr 2025
CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation Nengbo Wang Xiaotian Han Jagdip Singh Jing Ma Vipin Chaudhary 135 0 0 25 Mar 2025
Can LLMs Reason About Program Semantics? A Comprehensive Evaluation of LLMs on Formal Specification Inference Thanh Le-Cong Bach Le Toby Murray LRM 113 1 0 22 Feb 2025
Pitfalls of Scale: Investigating the Inverse Task of Redefinition in Large Language Models Elena Stringli Maria Lymperaiou Giorgos Filandrianos Athanasios Voulodimos Giorgos Stamou LRM 44 0 0 18 Feb 2025
Learning to Defer for Causal Discovery with Imperfect Experts Oscar Clivio Divyat Mahajan Perouz Taslakian Sara Magliacane Ioannis Mitliagkas Valentina Zantedeschi Alexandre Drouin CML 166 0 0 18 Feb 2025
Failure Modes of LLMs for Causal Reasoning on Narratives Khurram Yamin Shantanu Gupta Gaurav R. Ghosal Zachary Chase Lipton Bryan Wilder LRM 108 3 0 31 Oct 2024
Take Caution in Using LLMs as Human Surrogates: Scylla Ex Machina Yuan Gao Dokyun Lee Gordon Burtch Sina Fazelpour LRM 189 14 0 25 Oct 2024
Reasoning Elicitation in Language Models via Counterfactual Feedback Alihan Hüyük Xinnuo Xu Jacqueline R. M. A. Maasch Aditya V. Nori Javier González ReLM LRM 446 3 0 02 Oct 2024
Causal Inference with Large Language Model: A Survey Jing Ma CML LRM 253 9 0 15 Sep 2024
Teaching Transformers Causal Reasoning through Axiomatic Training Aniket Vashishtha Abhinav Kumar Abbavaram Gowtham Reddy Vineeth N. Balasubramanian Amit Sharma Vineeth N Balasubramanian Amit Sharma 140 4 0 10 Jul 2024
Benchmarking Generative Models on Computational Thinking Tests in Elementary Visual Programming Victor-Alexandru Pădurean Adish Singla ELM 105 4 0 14 Jun 2024
Alice in Wonderland: Simple Tasks Showing Complete Reasoning Breakdown in State-Of-the-Art Large Language Models Marianna Nezhurina Lucia Cipolina-Kun Mehdi Cherti J. Jitsev LLMAG LRM ELM ReLM 185 37 0 04 Jun 2024
ALCM: Autonomous LLM-Augmented Causal Discovery Framework Elahe Khatibi Mahyar Abbasian Zhongqi Yang Iman Azimi Amir M. Rahmani 140 15 0 02 May 2024
Cause and Effect: Can Large Language Models Truly Understand Causality? Swagata Ashwani Kshiteesh Hegde Nishith Reddy Mannuru Mayank Jindal Dushyant Singh Sengar Krishna Chaitanya Rao Kathala Dishant Banga Vinija Jain Aman Chadha LRM 101 25 0 28 Feb 2024
Integrating Large Language Models in Causal Discovery: A Statistical Causal Approach Masayuki Takayama Tadahisa Okuda Thong Pham T. Ikenoue Shingo Fukuma Shohei Shimizu Akiyoshi Sannai 199 21 0 02 Feb 2024
Foundation Metrics for Evaluating Effectiveness of Healthcare Conversations Powered by Generative AI Mahyar Abbasian Elahe Khatibi Iman Azimi David Oniani Zahra Shakeri Hossein Abad ... Bryant Lin Olivier Gevaert Li-Jia Li Ramesh C. Jain Amir M. Rahmani LM&MA ELM AI4MH 136 75 0 21 Sep 2023
Large Language Models Are Not Strong Abstract Reasoners Gaël Gendron Qiming Bao Michael Witbrock Gillian Dobbie ELM LRM 107 37 0 31 May 2023
Emerging Synergies in Causality and Deep Generative Models: A Survey Guanglin Zhou Shaoan Xie Guang-Yuan Hao Shiming Chen Erdun Gao Xiwei Xu Chen Wang Liming Zhu Lina Yao Kun Zhang AI4CE 140 11 0 29 Jan 2023
Deep Causal Learning: Representation, Discovery and Inference Zizhen Deng Xiaolong Zheng Hu Tian D. Zeng CML BDL 119 11 0 07 Nov 2022
A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models Alessandro Stolfo Zhijing Jin Kumar Shridhar Bernhard Schölkopf Mrinmaya Sachan ELM OOD LRM 131 66 0 21 Oct 2022