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"

31 / 81 papers shown

Title
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 80 5 0 14 Mar 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 43 18 0 28 Feb 2024
Causal Graph Discovery with Retrieval-Augmented Generation based Large Language Models Yuzhe Zhang Yipeng Zhang Yidong Gan Lina Yao Chen Wang 39 12 0 23 Feb 2024
Robust agents learn causal world models Jonathan G. Richens Tom Everitt OOD 122 36 0 16 Feb 2024
The Essential Role of Causality in Foundation World Models for Embodied AI Tarun Gupta Wenbo Gong Chao Ma Nick Pawlowski Agrin Hilmkil ... Jianfeng Gao Stefan Bauer Danica Kragic Bernhard Schölkopf Cheng Zhang 30 15 0 06 Feb 2024
Position: Stop Making Unscientific AGI Performance Claims Patrick Altmeyer Andrew M. Demetriou Antony Bartlett Cynthia C. S. Liem 37 3 0 06 Feb 2024
Discovery of the Hidden World with Large Language Models Chenxi Liu Yongqiang Chen Tongliang Liu Biwei Huang James Cheng Bo Han Kun Zhang CML 65 10 0 06 Feb 2024
Can Large Language Models Learn Independent Causal Mechanisms? Gael Gendron Bao Trung Nguyen A. Peng Michael Witbrock Gillian Dobbie LRM 28 4 0 04 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
Visual cognition in multimodal large language models Luca M. Schulze Buschoff Elif Akata Matthias Bethge Eric Schulz LRM 51 14 0 27 Nov 2023
Learned Causal Method Prediction Shantanu Gupta Cheng Zhang Agrin Hilmkil OOD 38 2 0 07 Nov 2023
Do large language models solve verbal analogies like children do? Claire E. Stevenson Mathilde ter Veen Rochelle Choenni Han L. J. van der Maas Ekaterina Shutova LRM 18 8 0 31 Oct 2023
Parrot Mind: Towards Explaining the Complex Task Reasoning of Pretrained Large Language Models with Template-Content Structure Haotong Yang Fanxu Meng Zhouchen Lin Muhan Zhang LRM 31 2 0 09 Oct 2023
Towards Causal Foundation Model: on Duality between Causal Inference and Attention Jiaqi Zhang Joel Jennings Agrin Hilmkil Nick Pawlowski Cheng Zhang Chao Ma CML 54 13 0 01 Oct 2023
Meta Semantic Template for Evaluation of Large Language Models Yachuan Liu Liang Chen Jindong Wang Qiaozhu Mei Xing Xie 22 0 0 01 Oct 2023
UPAR: A Kantian-Inspired Prompting Framework for Enhancing Large Language Model Capabilities Hejia Geng Boxun Xu Peng Li ELM LRM ReLM 41 1 0 30 Sep 2023
DyVal: Dynamic Evaluation of Large Language Models for Reasoning Tasks A. Maritan Jiaao Chen S. Dey Luca Schenato Diyi Yang Xing Xie ELM LRM 27 42 0 29 Sep 2023
Towards CausalGPT: A Multi-Agent Approach for Faithful Knowledge Reasoning via Promoting Causal Consistency in LLMs Ziyi Tang Ruilin Wang Weixing Chen Keze Wang Yang Liu Tianshui Chen Liang Lin Tianshui Chen Liang Lin LRM 24 0 0 23 Aug 2023
Can Large Language Models Infer Causation from Correlation? Zhijing Jin Jiarui Liu Zhiheng Lyu Spencer Poff Mrinmaya Sachan Rada Mihalcea Mona T. Diab Bernhard Schölkopf LRM 29 115 0 09 Jun 2023
Large Language Models Are Not Strong Abstract Reasoners Gael Gendron Qiming Bao Michael Witbrock Gillian Dobbie ELM LRM 29 32 0 31 May 2023
Passive learning of active causal strategies in agents and language models Andrew Kyle Lampinen Stephanie C. Y. Chan Ishita Dasgupta A. Nam Jane X. Wang 29 15 0 25 May 2023
Causal Reasoning and Large Language Models: Opening a New Frontier for Causality Emre Kıcıman Robert Osazuwa Ness Amit Sharma Chenhao Tan LRM ELM 26 259 0 28 Apr 2023
A Survey of Methods, Challenges and Perspectives in Causality Gael Gendron Michael Witbrock Gillian Dobbie OOD AI4CE CML 31 13 0 01 Feb 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
WikiWhy: Answering and Explaining Cause-and-Effect Questions Matthew Ho Aditya Sharma Justin Chang Michael Stephen Saxon Sharon Levy Yujie Lu William Yang Wang ReLM KELM LRM 64 16 0 21 Oct 2022
Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution Emily McMilin 13 0 0 30 Sep 2022
On the Paradox of Learning to Reason from Data Honghua Zhang Liunian Harold Li Tao Meng Kai-Wei Chang Mathias Niepert NAI ReLM OOD LRM 140 104 0 23 May 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 398 8,559 0 28 Jan 2022
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,796 0 24 Feb 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 282 1,996 0 31 Dec 2020