Causal Parrots: Large Language Models May Talk Causality But Are Not Causal

24 August 2023

Matej Zečević

Papers citing "Causal Parrots: Large Language Models May Talk Causality But Are Not Causal"

50 / 81 papers shown

Title
Causal Cartographer: From Mapping to Reasoning Over Counterfactual Worlds Gael Gendron Jože M. Rožanec Michael Witbrock Gillian Dobbie CML 2 0 0 20 May 2025
Ice Cream Doesn't Cause Drowning: Benchmarking LLMs Against Statistical Pitfalls in Causal Inference Jin Du Li Chen Xun Xian An Luo Fangqiao Tian Ganghua Wang Charles Doss Xiaotong Shen Jie Ding CML ELM 3 0 0 19 May 2025
D3HRL: A Distributed Hierarchical Reinforcement Learning Approach Based on Causal Discovery and Spurious Correlation Detection Chenran Zhao Dianxi Shi Mengzhu Wang Jianqiang Xia Huanhuan Yang Songchang Jin Shaowu Yang Chunping Qiu 36 0 0 04 May 2025
Causal Retrieval with Semantic Consideration Hyunseo Shin Wonseok Hwang 33 0 0 07 Apr 2025
The Reasoning-Memorization Interplay in Language Models Is Mediated by a Single Direction Yihuai Hong Dian Zhou Meng Cao Lei Yu Zhijing Jin LRM 46 0 0 29 Mar 2025
World Models in Artificial Intelligence: Sensing, Learning, and Reasoning Like a Child Javier Del Ser J. Lobo Heimo Muller Andreas Holzinger SyDa LRM 57 1 0 19 Mar 2025
Thinking Machines: A Survey of LLM based Reasoning Strategies Dibyanayan Bandyopadhyay Soham Bhattacharjee Asif Ekbal LRM ELM 48 5 0 13 Mar 2025
Can Large Language Models Help Experimental Design for Causal Discovery? Junyi Li Yongqiang Chen Chenxi Liu Qianyi Cai Tongliang Liu Bo Han Kun Zhang Hui Xiong CML 65 0 0 03 Mar 2025
Agentic AI Needs a Systems Theory Erik Miehling K. Ramamurthy Kush R. Varshney Matthew D Riemer Djallel Bouneffouf ... P. Sattigeri Dennis L. Wei Ambrish Rawat Jasmina Gajcin Werner Geyer 70 2 0 28 Feb 2025
Unveiling and Causalizing CoT: A Causal Pespective Jiarun Fu LiZhong Ding Hao Li P. Li Qiuning Wei Xu Chen LRM 83 0 0 25 Feb 2025
ExpliCa: Evaluating Explicit Causal Reasoning in Large Language Models Martina Miliani S. Auriemma Alessandro Bondielli Emmanuele Chersoni Lucia Passaro Irene Sucameli Alessandro Lenci LRM ELM 48 0 0 21 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 83 0 0 18 Feb 2025
Do Large Language Models Reason Causally Like Us? Even Better? Hanna M. Dettki Brenden M. Lake Charley M. Wu Bob Rehder ReLM ELM LRM 99 0 0 14 Feb 2025
ACCESS : A Benchmark for Abstract Causal Event Discovery and Reasoning Vy Vo Lizhen Qu Tao Feng Yuncheng Hua Xiaoxi Kang Songhai Fan Tim Dwyer Lay-Ki Soon Gholamreza Haffari 209 0 0 12 Feb 2025
Prompting Strategies for Enabling Large Language Models to Infer Causation from Correlation Eleni Sgouritsa Virginia Aglietti Yee Whye Teh Arnaud Doucet Arthur Gretton Silvia Chiappa ReLM LRM 84 0 0 18 Dec 2024
Exploring Multi-Modal Integration with Tool-Augmented LLM Agents for Precise Causal Discovery ChengAo Shen Zhengzhang Chen Dongsheng Luo Dongkuan Xu Haifeng Chen Jingchao Ni 85 3 0 18 Dec 2024
COLD: Causal reasOning in cLosed Daily activities Abhinav Joshi A. Ahmad Ashutosh Modi LRM ReLM 74 1 0 29 Nov 2024
Evaluating Large Language Models for Causal Modeling Houssam Razouk Leonie Benischke Georg Niess Roman Kern 72 0 0 24 Nov 2024
A Novel Approach to Eliminating Hallucinations in Large Language Model-Assisted Causal Discovery Grace Sng Yanming Zhang Klaus Mueller 64 0 0 16 Nov 2024
How Transformers Solve Propositional Logic Problems: A Mechanistic Analysis Guan Zhe Hong Nishanth Dikkala Enming Luo Cyrus Rashtchian Xin Wang Rina Panigrahy OffRL LRM NAI 38 0 0 06 Nov 2024
Failure Modes of LLMs for Causal Reasoning on Narratives Khurram Yamin Shantanu Gupta Gaurav R. Ghosal Zachary Chase Lipton Bryan Wilder LRM 34 0 0 31 Oct 2024
Estimating Causal Effects of Text Interventions Leveraging LLMs Siyi Guo Myrl G. Marmarelis Fred Morstatter Kristina Lerman CML 176 0 0 28 Oct 2024
Language Agents Meet Causality -- Bridging LLMs and Causal World Models John Gkountouras Matthias Lindemann Phillip Lippe E. Gavves Ivan Titov LRM 28 1 0 25 Oct 2024
Causality for Large Language Models Anpeng Wu Kun Kuang Minqin Zhu Yingrong Wang Yujia Zheng Kairong Han Yangqiu Song Guangyi Chen Fei Wu Kun Zhang LRM 46 7 0 20 Oct 2024
CausalChat: Interactive Causal Model Development and Refinement Using Large Language Models Yanming Zhang Akshith Kota Eric Papenhausen Klaus Mueller KELM 21 0 0 18 Oct 2024
Systems with Switching Causal Relations: A Meta-Causal Perspective Moritz Willig Tim Nelson Tobiasch Florian Peter Busch Jonas Seng Devendra Singh Dhami Kristian Kersting CML 46 0 0 16 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
Counterfactual Causal Inference in Natural Language with Large Language Models Gael Gendron Jože M. Rožanec Michael Witbrock Gillian Dobbie CML 34 1 0 08 Oct 2024
Quantifying Generalization Complexity for Large Language Models Zhenting Qi Hongyin Luo Xuliang Huang Zhuokai Zhao Yibo Jiang Xiangjun Fan Himabindu Lakkaraju James Glass LRM ELM 34 5 0 02 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 56 5 0 02 Oct 2024
Causal Inference with Large Language Model: A Survey Jing Ma CML LRM 115 8 0 15 Sep 2024
Hypothesizing Missing Causal Variables with LLMs Ivaxi Sheth Sahar Abdelnabi Mario Fritz CML LRM 46 4 0 04 Sep 2024
Probing Causality Manipulation of Large Language Models Chenyang Zhang Haibo Tong Bin Zhang Dongyu Zhang LRM 36 0 0 26 Aug 2024
From Pre-training Corpora to Large Language Models: What Factors Influence LLM Performance in Causal Discovery Tasks? Tao Feng Lizhen Qu Niket Tandon Zhuang Li Xiaoxi Kang Gholamreza Haffari LRM 35 4 0 29 Jul 2024
Using GPT-4 to guide causal machine learning Anthony C. Constantinou N. K. Kitson Alessio Zanga CML 31 1 0 26 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
Show, Don't Tell: Evaluating Large Language Models Beyond Textual Understanding with ChildPlay Gonçalo Hora de Carvalho Oscar Knap R. Pollice ReLM ELM LRM 34 1 0 12 Jul 2024
A Critical Review of Causal Reasoning Benchmarks for Large Language Models Linying Yang Vik Shirvaikar Oscar Clivio Fabian Falck ELM LRM 62 4 0 10 Jul 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
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 46 8 0 09 Jul 2024
CELLO: Causal Evaluation of Large Vision-Language Models Meiqi Chen Bo Peng Yan Zhang Chaochao Lu LRM ELM 50 0 0 27 Jun 2024
Causal Inference with Latent Variables: Recent Advances and Future Prospectives Yaochen Zhu Yinhan He Jing Ma Mengxuan Hu Sheng Li Jundong Li CML 43 3 0 20 Jun 2024
LLMs Are Prone to Fallacies in Causal Inference Nitish Joshi Abulhair Saparov Yixin Wang He He 47 9 0 18 Jun 2024
Causal Discovery Inspired Unsupervised Domain Adaptation for Emotion-Cause Pair Extraction Yuncheng Hua Yujin Huang Shuo Huang Tao Feng Lizhen Qu Chris Bain R. Bassed Gholamreza Haffari CML OOD 53 2 0 18 Jun 2024
Large Language Models for Constrained-Based Causal Discovery Kai-Hendrik Cohrs Gherardo Varando Emiliano Díaz Vasileios Sitokonstantinou Gustau Camps-Valls 41 9 0 11 Jun 2024
Quriosity: Analyzing Human Questioning Behavior and Causal Inquiry through Curiosity-Driven Queries Roberto Ceraolo Dmitrii Kharlapenko Amélie Reymond Rada Mihalcea Mrinmaya Sachan Bernhard Schölkopf Zhijing Jin Zhijing Jin CML 37 2 0 30 May 2024
Procedural Dilemma Generation for Evaluating Moral Reasoning in Humans and Language Models Jan-Philipp Fränken Kanishk Gandhi Tori Qiu Ayesha Khawaja Noah D. Goodman Tobias Gerstenberg ELM 40 1 0 17 Apr 2024
CausalBench: A Comprehensive Benchmark for Causal Learning Capability of Large Language Models Yu Zhou Xingyu Wu Beichen Huang Jibin Wu Liang Feng Kay Chen Tan ELM CML 42 3 0 09 Apr 2024
Evaluating Interventional Reasoning Capabilities of Large Language Models Tejas Kasetty Divyat Mahajan Gintare Karolina Dziugaite Alexandre Drouin Dhanya Sridhar LRM ELM 54 5 0 08 Apr 2024
Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey Philipp Mondorf Barbara Plank ELM LRM LM&MA 36 35 0 02 Apr 2024