Causal Reasoning and Large Language Models: Opening a New Frontier for Causality

28 April 2023

Papers citing "Causal Reasoning and Large Language Models: Opening a New Frontier for Causality"

37 / 37 papers shown

Title
CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation Nengbo Wang Xiaotian Han Jagdip Singh Jing Ma V. Chaudhary 55 0 0 25 Mar 2025
Causality Is Key to Understand and Balance Multiple Goals in Trustworthy ML and Foundation Models Ruta Binkyte Ivaxi Sheth Zhijing Jin Mohammad Havaei Bernhard Schölkopf Mario Fritz 67 0 0 28 Feb 2025
BIG-Bench Extra Hard Mehran Kazemi Bahare Fatemi Hritik Bansal John Palowitch Chrysovalantis Anastasiou ... Kate Olszewska Yi Tay Vinh Q. Tran Quoc V. Le Orhan Firat ELM LRM 117 4 0 26 Feb 2025
IGDA: Interactive Graph Discovery through Large Language Model Agents Alex Havrilla David Alvarez-Melis Nicolò Fusi AI4CE 40 0 0 24 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
Enhancing Patient-Centric Communication: Leveraging LLMs to Simulate Patient Perspectives Xinyao Ma Rui Zhu Zihao Wang Jingwei Xiong Qingyu Chen Haixu Tang L. Jean Camp Lucila Ohno-Machado LM&MA 39 0 0 12 Jan 2025
Estimating Causal Effects of Text Interventions Leveraging LLMs Siyi Guo Myrl G. Marmarelis Fred Morstatter Kristina Lerman CML 61 0 0 28 Oct 2024
Reasoning Elicitation in Language Models via Counterfactual Feedback Alihan Hüyük Xinnuo Xu Jacqueline Maasch Aditya V. Nori Javier González ReLM LRM 65 1 0 02 Oct 2024
Counterfactual Token Generation in Large Language Models Ivi Chatzi N. C. Benz Eleni Straitouri Stratis Tsirtsis Manuel Gomez Rodriguez LRM 34 3 0 25 Sep 2024
Causal Inference with Large Language Model: A Survey Jing Ma CML LRM 60 8 0 15 Sep 2024
Large Language Models and Cognitive Science: A Comprehensive Review of Similarities, Differences, and Challenges Qian Niu Junyu Liu Ziqian Bi Pohsun Feng Benji Peng ... Ming Li Lawrence KQ Yan Yichao Zhang Caitlyn Heqi Yin Cheng Fei 35 13 0 04 Sep 2024
Large Language Models as Co-Pilots for Causal Inference in Medical Studies Ahmed Alaa Rachael V. Phillips Emre Kiciman Laura B. Balzer Mark van der Laan Maya L Petersen CML ELM LM&MA 28 0 0 26 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 28 2 0 10 Jul 2024
Do Large Language Models Exhibit Cognitive Dissonance? Studying the Difference Between Revealed Beliefs and Stated Answers Manuel Mondal Ljiljana Dolamic Gérôme Bovet Philippe Cudré-Mauroux Julien Audiffren 29 2 0 21 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 35 2 0 18 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 34 0 0 04 Jun 2024
ALCM: Autonomous LLM-Augmented Causal Discovery Framework Elahe Khatibi Mahyar Abbasian Zhongqi Yang Iman Azimi Amir M. Rahmani 54 12 0 02 May 2024
Testing and Understanding Erroneous Planning in LLM Agents through Synthesized User Inputs Zhenlan Ji Daoyuan Wu Pingchuan Ma Zongjie Li Shuai Wang LLMAG 40 3 0 27 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 33 17 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 71 16 0 02 Feb 2024
An Explainable AI Approach to Large Language Model Assisted Causal Model Auditing and Development Yanming Zhang Brette Fitzgibbon Dino Garofolo Akshith Kota Eric Papenhausen Klaus Mueller CML 31 5 0 23 Dec 2023
When Graph Neural Network Meets Causality: Opportunities, Methodologies and An Outlook Wenzhao Jiang Hao Liu Hui Xiong CML AI4CE 24 2 0 19 Dec 2023
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 38 62 0 07 Dec 2023
Enhancing the Rationale-Input Alignment for Self-explaining Rationalization Wei Liu Haozhao Wang Jun Wang Zhiying Deng Yuankai Zhang Chengwei Wang Ruixuan Li 25 9 0 07 Dec 2023
Evaluating Generative Ad Hoc Information Retrieval Lukas Gienapp Harrisen Scells Niklas Deckers Janek Bevendorff Shuai Wang ... Maik Frobe Guide Zucoon Benno Stein Matthias Hagen Martin Potthast RALM 30 11 0 08 Nov 2023
Zero-Shot Robustification of Zero-Shot Models Dyah Adila Changho Shin Lin Cai Frederic Sala 29 18 0 08 Sep 2023
Diffusion Language Models Can Perform Many Tasks with Scaling and Instruction-Finetuning Jiasheng Ye Zaixiang Zheng Yu Bao Lihua Qian Quanquan Gu DiffM 50 14 0 23 Aug 2023
Causal Intersectionality and Dual Form of Gradient Descent for Multimodal Analysis: a Case Study on Hateful Memes Yosuke Miyanishi M. Nguyen 24 2 0 19 Aug 2023
Enhancing LLM with Evolutionary Fine Tuning for News Summary Generation Le Xiao Xiaolin Chen 23 21 0 06 Jul 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 22 15 0 25 May 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 215 2,232 0 22 Mar 2023
Emerging Synergies in Causality and Deep Generative Models: A Survey Guanglin Zhou Shaoan Xie Guang-Yuan Hao Shiming Chen Biwei Huang Xiwei Xu Chen Wang Liming Zhu Lina Yao Kun Zhang AI4CE 39 11 0 29 Jan 2023
Deep Causal Learning: Representation, Discovery and Inference Zizhen Deng Xiaolong Zheng Hu Tian D. Zeng CML BDL 26 11 0 07 Nov 2022
LMPriors: Pre-Trained Language Models as Task-Specific Priors Kristy Choi Chris Cundy Sanjari Srivastava Stefano Ermon BDL 48 35 0 22 Oct 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 303 11,730 0 04 Mar 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 315 8,261 0 28 Jan 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 205 1,651 0 15 Oct 2021