Can Large Language Models Infer Causation from Correlation?

9 June 2023

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

22 / 22 papers shown

Title
Position: Foundation Models Need Digital Twin Representations Yiqing Shen Hao Ding Lalithkumar Seenivasan Tianmin Shu Mathias Unberath AI4CE 40 0 0 01 May 2025
CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation Nengbo Wang Xiaotian Han Jagdip Singh Jing Ma V. Chaudhary 60 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 55 1 0 22 Feb 2025
Take Caution in Using LLMs as Human Surrogates: Scylla Ex Machina Yuan Gao Dokyun Lee Gordon Burtch Sina Fazelpour LRM 56 7 0 25 Oct 2024
Reasoning Elicitation in Language Models via Counterfactual Feedback Alihan Hüyük Xinnuo Xu Jacqueline Maasch Aditya V. Nori Javier González ReLM LRM 205 1 0 02 Oct 2024
Causal Inference with Large Language Model: A Survey Jing Ma CML LRM 121 8 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 42 2 0 10 Jul 2024
Benchmarking Generative Models on Computational Thinking Tests in Elementary Visual Programming Victor-Alexandru Pădurean Adish Singla ELM 54 3 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 58 28 0 04 Jun 2024
ALCM: Autonomous LLM-Augmented Causal Discovery Framework Elahe Khatibi Mahyar Abbasian Zhongqi Yang Iman Azimi Amir M. Rahmani 64 12 0 02 May 2024
Can Large Language Models put 2 and 2 together? Probing for Entailed Arithmetical Relationships D. Panas S. Seth V. Belle ReLM LRM 35 2 0 30 Apr 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 46 18 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 79 16 0 02 Feb 2024
CLadder: Assessing Causal Reasoning in Language Models Zhijing Jin Yuen Chen Felix Leeb Luigi Gresele Ojasv Kamal ... Kevin Blin Fernando Gonzalez Adauto Max Kleiman-Weiner Mrinmaya Sachan Bernhard Schölkopf ReLM ELM LRM 51 64 0 07 Dec 2023
HI-TOM: A Benchmark for Evaluating Higher-Order Theory of Mind Reasoning in Large Language Models Yinghui He Yufan Wu Yilin Jia Rada Mihalcea Yulong Chen Naihao Deng LRM LLMAG 38 22 0 25 Oct 2023
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 43 66 0 21 Sep 2023
Causal Parrots: Large Language Models May Talk Causality But Are Not Causal Matej Zečević Moritz Willig Devendra Singh Dhami Kristian Kersting LRM 30 102 0 24 Aug 2023
Mini-Giants: "Small" Language Models and Open Source Win-Win Zhengping Zhou Lezhi Li Xinxi Chen Andy Li SyDa ALM MoE 32 6 0 17 Jul 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 57 11 0 29 Jan 2023
Deep Causal Learning: Representation, Discovery and Inference Zizhen Deng Xiaolong Zheng Hu Tian D. Zeng CML BDL 36 11 0 07 Nov 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 369 12,081 0 04 Mar 2022
Logical Fallacy Detection Zhijing Jin Abhinav Lalwani Tejas Vaidhya Xiaoyu Shen Yiwen Ding Zhiheng Lyu Mrinmaya Sachan Rada Mihalcea Bernhard Schölkopf LRM 46 34 0 28 Feb 2022