The Magic of IF: Investigating Causal Reasoning Abilities in Large Language Models of Code

30 May 2023

Xiao Liu

Dongyan Zhao

Papers citing "The Magic of IF: Investigating Causal Reasoning Abilities in Large Language Models of Code"

20 / 20 papers shown

Title
Representation in large language models Cameron C. Yetman 41 1 0 03 Jan 2025
COLD: Causal reasOning in cLosed Daily activities Abhinav Joshi A. Ahmad Ashutosh Modi LRM ReLM 66 1 0 29 Nov 2024
Do LLMs Have the Generalization Ability in Conducting Causal Inference? Chen Wang Dongming Zhao Bo Wang Ruifang He Yuexian Hou ELM 20 0 0 15 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
A Critical Review of Causal Reasoning Benchmarks for Large Language Models Linying Yang Vik Shirvaikar Oscar Clivio Fabian Falck ELM LRM 45 4 0 10 Jul 2024
LLaRA: Supercharging Robot Learning Data for Vision-Language Policy Xiang Li Cristina Mata J. Park Kumara Kahatapitiya Yoo Sung Jang ... Kanchana Ranasinghe R. Burgert Mu Cai Yong Jae Lee Michael S. Ryoo LM&Ro 55 23 0 28 Jun 2024
MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset Weiqi Wang Yangqiu Song LRM 29 8 0 04 Jun 2024
Can LLMs Correct Physicians, Yet? Investigating Effective Interaction Methods in the Medical Domain Burcu Sayin Pasquale Minervini Jacopo Staiano Andrea Passerini LM&MA AI4MH 16 1 0 29 Mar 2024
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 70 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 19 17 0 28 Feb 2024
Are LLMs Capable of Data-based Statistical and Causal Reasoning? Benchmarking Advanced Quantitative Reasoning with Data Xiao Liu Zirui Wu Xueqing Wu Pan Lu Kai-Wei Chang Yansong Feng ELM LRM 24 25 0 27 Feb 2024
Code Prompting Elicits Conditional Reasoning Abilities in Text+Code LLMs Haritz Puerto Martin Tutek Somak Aditya Xiaodan Zhu Iryna Gurevych ReCod ReLM LRM 41 9 0 18 Jan 2024
Event Causality Is Key to Computational Story Understanding Yidan Sun Qin Chao Boyang Albert Li 13 5 0 16 Nov 2023
Applying Large Language Models for Causal Structure Learning in Non Small Cell Lung Cancer Narmada Naik Ayush Khandelwal Mohit Joshi Madhusudan Atre Hollis Wright ... Giridhar Mamidipudi Ganapati Srinivasa Carlo Bifulco B. Piening Kevin Matlock 80 4 0 13 Nov 2023
When Do Program-of-Thoughts Work for Reasoning? Zhen Bi Ningyu Zhang Yinuo Jiang Shumin Deng Guozhou Zheng Huajun Chen LRM 12 20 0 29 Aug 2023
Diffusion-LM Improves Controllable Text Generation Xiang Lisa Li John Thickstun Ishaan Gulrajani Percy Liang Tatsunori B. Hashimoto AI4CE 163 768 0 27 May 2022
Autoformalization with Large Language Models Yuhuai Wu Albert Q. Jiang Wenda Li M. Rabe Charles Staats M. Jamnik Christian Szegedy AI4CE 108 107 0 25 May 2022
A Systematic Evaluation of Large Language Models of Code Frank F. Xu Uri Alon Graham Neubig Vincent J. Hellendoorn ELM ALM 193 624 0 26 Feb 2022
ROCK: Causal Inference Principles for Reasoning about Commonsense Causality Jiayao Zhang Hongming Zhang Weijie J. Su Dan Roth CML LRM 161 24 0 31 Jan 2022
Towards Zero-Label Language Learning Zirui Wang Adams Wei Yu Orhan Firat Yuan Cao SyDa 167 101 0 19 Sep 2021