Title
MIH-TCCT: Mitigating Inconsistent Hallucinations in LLMs via Event-Driven Text-Code Cyclic Training Xinxin You Xien Liu Qixin Sun Huan Zhang Kaiyin Zhou Shaohui Liu Guoping Hu Shijin Wang Si Liu Ji Wu 83 0 0 13 Feb 2025
Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation Chengwen Qi Ren Ma Bowen Li He Du Binyuan Hui Jinwang Wu Yuanjun Laili Conghui He ReLM LRM 72 2 0 10 Feb 2025
ExoViP: Step-by-step Verification and Exploration with Exoskeleton Modules for Compositional Visual Reasoning Y. Wang Alan Yuille Zhuowan Li Zilong Zheng LRM 32 2 0 05 Aug 2024
LOGIC-LM++: Multi-Step Refinement for Symbolic Formulations Shashank Kirtania Priyanshu Gupta Arjun Radhakirshna LRM 20 4 0 22 Jun 2024
Bi-Chainer: Automated Large Language Models Reasoning with Bidirectional Chaining Shuqi Liu Bowei He Linqi Song LRM 40 1 0 05 Jun 2024
Evaluating Mathematical Reasoning of Large Language Models: A Focus on Error Identification and Correction Xiaoyuan Li Wenjie Wang Moxin Li Junrong Guo Yang Zhang Fuli Feng ELM LRM 33 15 0 02 Jun 2024
Eliciting Better Multilingual Structured Reasoning from LLMs through Code Bryan Li Tamer Alkhouli Daniele Bonadiman Nikolaos Pappas Saab Mansour LRM 20 7 0 05 Mar 2024
SEER: Facilitating Structured Reasoning and Explanation via Reinforcement Learning Guoxin Chen Kexin Tang Chao Yang Fuying Ye Yu Qiao Yiming Qian LRM 8 3 0 24 Jan 2024
Evaluating the Rationale Understanding of Critical Reasoning in Logical Reading Comprehension Akira Kawabata Saku Sugawara ELM 17 5 0 30 Nov 2023
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions Lei Huang Weijiang Yu Weitao Ma Weihong Zhong Zhangyin Feng ... Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu LRM HILM 31 684 0 09 Nov 2023
Resprompt: Residual Connection Prompting Advances Multi-Step Reasoning in Large Language Models Song Jiang Zahra Shakeri Aaron Chan Maziar Sanjabi Hamed Firooz ... Bugra Akyildiz Yizhou Sun Jinchao Li Qifan Wang Asli Celikyilmaz LRM ReLM 20 8 0 07 Oct 2023
Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies Liangming Pan Michael Stephen Saxon Wenda Xu Deepak Nathani Xinyi Wang William Yang Wang KELM LRM 31 200 0 06 Aug 2023
Deductive Verification of Chain-of-Thought Reasoning Z. Ling Yunhao Fang Xuanlin Li Zhiao Huang Mingu Lee Roland Memisevic Hao Su ReLM LRM 17 121 0 06 Jun 2023
Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning Liangming Pan Alon Albalak Xinyi Wang William Yang Wang ReLM LRM AI4CE 15 230 0 20 May 2023
SatLM: Satisfiability-Aided Language Models Using Declarative Prompting Xi Ye Qiaochu Chen Işıl Dillig Greg Durrett ReLM ReCod LRM 33 61 0 16 May 2023
A Survey on Measuring and Mitigating Reasoning Shortcuts in Machine Reading Comprehension Xanh Ho Johannes Mario Meissner Saku Sugawara Akiko Aizawa OffRL 30 3 0 05 Sep 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 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
Explaining Answers with Entailment Trees Bhavana Dalvi Peter Alexander Jansen Oyvind Tafjord Zhengnan Xie Hannah Smith Leighanna Pipatanangkura Peter Clark ReLM FAtt LRM 237 184 0 17 Apr 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 245 671 0 06 Jan 2021
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 252 618 0 04 Dec 2018
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,927 0 20 Apr 2018
Simpler Context-Dependent Logical Forms via Model Projections R. Long Panupong Pasupat Percy Liang 202 102 0 16 Jun 2016