Large Language Models are Zero-Shot Reasoners

24 May 2022

Papers citing "Large Language Models are Zero-Shot Reasoners"

50 / 308 papers shown

Title
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation Mufei Li Siqi Miao Pan Li RALM 108 11 0 28 Oct 2024
Sequential Large Language Model-Based Hyper-parameter Optimization Kanan Mahammadli Seyda Ertekin 124 5 0 27 Oct 2024
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies Liwen Wang Sheng Chen Linnan Jiang Shu Pan Runze Cai Sen Yang Fei Yang 92 5 0 24 Oct 2024
MiCEval: Unveiling Multimodal Chain of Thought's Quality via Image Description and Reasoning Steps Xiongtao Zhou Jie He Lanyu Chen Jingyu Li Haojing Chen Víctor Gutiérrez-Basulto Jeff Z. Pan Ningyu Zhang LRM 74 1 0 18 Oct 2024
MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart Problems Zifeng Zhu Mengzhao Jia Zizhuo Zhang Lang Li Meng Jiang LRM 83 4 0 18 Oct 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 132 8 0 18 Oct 2024
Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning Lang Cao Chao Peng Renhong Chen Wu Ning Yingtian Zou Yitong Li LRM 46 0 0 18 Oct 2024
LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting Problems Nan Xu Xuezhe Ma LRM 79 5 0 18 Oct 2024
A Complexity-Based Theory of Compositionality Eric Elmoznino Thomas Jiralerspong Yoshua Bengio Guillaume Lajoie CoGe 87 9 0 18 Oct 2024
LLM-Human Pipeline for Cultural Context Grounding of Conversations Rajkumar Pujari Dan Goldwasser 62 1 0 17 Oct 2024
Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation Yiming Wang Pei Zhang Baosong Yang Derek F. Wong Rui Wang LRM 74 9 0 17 Oct 2024
Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models Jiatao Li Xinyu Hu Xunjian Yin Xiaojun Wan RALM 94 0 0 17 Oct 2024
Planning Anything with Rigor: General-Purpose Zero-Shot Planning with LLM-based Formalized Programming Yilun Hao Yang Zhang Chuchu Fan LLMAG 81 16 0 15 Oct 2024
BlendRL: A Framework for Merging Symbolic and Neural Policy Learning Hikaru Shindo Quentin Delfosse Devendra Singh Dhami Kristian Kersting 71 3 0 15 Oct 2024
Holistic Reasoning with Long-Context LMs: A Benchmark for Database Operations on Massive Textual Data Seiji Maekawa Hayate Iso Nikita Bhutani RALM 128 1 0 15 Oct 2024
Improving Instruction-Following in Language Models through Activation Steering Alessandro Stolfo Vidhisha Balachandran Safoora Yousefi Eric Horvitz Besmira Nushi LLMSV 82 21 0 15 Oct 2024
FLARE: Faithful Logic-Aided Reasoning and Exploration Erik Arakelyan Pasquale Minervini Pat Verga Patrick Lewis Isabelle Augenstein ReLM LRM 102 2 0 14 Oct 2024
One Language, Many Gaps: Evaluating Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks Fangru Lin Shaoguang Mao Emanuele La Malfa Valentin Hofmann Adrian de Wynter Jing Yao Si-Qing Chen Michael Wooldridge Furu Wei Furu Wei 73 3 0 14 Oct 2024
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs Haozhen Zhang Tao Feng Jiaxuan You AI4TS RALM 103 4 0 14 Oct 2024
Innovative Thinking, Infinite Humor: Humor Research of Large Language Models through Structured Thought Leaps Han Wang Yilin Zhao Dian Li Xiaohan Wang Gang Liu Xuguang Lan Haoran Wang LRM 81 1 0 14 Oct 2024
Taming Overconfidence in LLMs: Reward Calibration in RLHF Jixuan Leng Chengsong Huang Banghua Zhu Jiaxin Huang 58 11 0 13 Oct 2024
Exploring the Role of Reasoning Structures for Constructing Proofs in Multi-Step Natural Language Reasoning with Large Language Models Zióu Zheng Christopher Malon Martin Renqiang Min Xiaodan Zhu LRM 259 0 0 11 Oct 2024
Zero-Shot Offline Imitation Learning via Optimal Transport Thomas Rupf Marco Bagatella Nico Gürtler Jonas Frey Georg Martius OffRL 349 0 0 11 Oct 2024
SPORTU: A Comprehensive Sports Understanding Benchmark for Multimodal Large Language Models H. Xia Zhengbang Yang Junbo Zou Rhys Tracy Yuqing Wang ... Xun Shao Zhuoqing Xie Yuan-fang Wang Weining Shen Hanjie Chen ReLM LRM ELM 60 3 0 11 Oct 2024
MentalArena: Self-play Training of Language Models for Diagnosis and Treatment of Mental Health Disorders Cheng-rong Li May Fung Qingyun Wang Chi Han Manling Li Jindong Wang Heng Ji AI4MH 358 0 0 09 Oct 2024
Unleashing Multi-Hop Reasoning Potential in Large Language Models through Repetition of Misordered Context Sangwon Yu Ik-hwan Kim Jongyoon Song Saehyung Lee Junsung Park Sungroh Yoon LRM 101 1 0 09 Oct 2024
GLOV: Guided Large Language Models as Implicit Optimizers for Vision Language Models Muhammad Jehanzeb Mirza Mengjie Zhao Zhuoyuan Mao Sivan Doveh Wei Lin ... Yuki Mitsufuji Horst Possegger Rogerio Feris Leonid Karlinsky James Glass VLM 126 1 0 08 Oct 2024
Organizing Unstructured Image Collections using Natural Language Mingxuan Liu Zhun Zhong Jun Li Gianni Franchi Subhankar Roy Elisa Ricci VLM 95 3 0 07 Oct 2024
Post-hoc Study of Climate Microtargeting on Social Media Ads with LLMs: Thematic Insights and Fairness Evaluation Tunazzina Islam Dan Goldwasser 98 1 0 07 Oct 2024
From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample Efficiency Kaiyue Wen Huaqing Zhang Hongzhou Lin Jingzhao Zhang MoE LRM 83 4 0 07 Oct 2024
Text2Chart31: Instruction Tuning for Chart Generation with Automatic Feedback Fatemeh Pesaran Zadeh Juyeon Kim Jin-Hwa Kim Gunhee Kim ALM 75 3 0 05 Oct 2024
Agent-Oriented Planning in Multi-Agent Systems Ao Li Yuexiang Xie Songze Li Fugee Tsung Bolin Ding Yaliang Li AIFin 299 7 0 03 Oct 2024
Jailbreak Antidote: Runtime Safety-Utility Balance via Sparse Representation Adjustment in Large Language Models Guobin Shen Dongcheng Zhao Yiting Dong Xiang He Yi Zeng AAML 60 2 0 03 Oct 2024
Towards the Pedagogical Steering of Large Language Models for Tutoring: A Case Study with Modeling Productive Failure Romain Puech Jakub Macina Julia Chatain Mrinmaya Sachan Manu Kapur AI4Ed 63 3 0 03 Oct 2024
ReGenesis: LLMs can Grow into Reasoning Generalists via Self-Improvement Xiangyu Peng Congying Xia Xinyi Yang Caiming Xiong Chien-Sheng Wu Chen Xing LRM 70 5 0 03 Oct 2024
Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents H. Zhang Jingyuan Huang Kai Mei Yifei Yao Zhenting Wang Chenlu Zhan Hongwei Wang Yongfeng Zhang AAML LLMAG ELM 75 30 0 03 Oct 2024
Bridging Context Gaps: Leveraging Coreference Resolution for Long Contextual Understanding Yanming Liu Xinyue Peng Jiannan Cao Shi Bo Yanxin Shen Tianyu Du Sheng Cheng Xun Wang Jianwei Yin Xuhong Zhang 90 9 0 02 Oct 2024
ET-Plan-Bench: Embodied Task-level Planning Benchmark Towards Spatial-Temporal Cognition with Foundation Models Lingfeng Zhang Yuening Wang Hongjian Gu Atia Hamidizadeh Zhanguang Zhang ... Tongtong Cao Yuzheng Zhuang Yingxue Zhang Jianye Hao Jianye Hao LM&Ro 73 1 0 02 Oct 2024
FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows" Yifei Ming Senthil Purushwalkam Shrey Pandit Zixuan Ke Xuan-Phi Nguyen Caiming Xiong Shafiq Joty HILM 164 18 0 30 Sep 2024
CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering Yike Wu Yi Huang Nan Hu Yuncheng Hua Guilin Qi Jiaoyan Chen Jeff Z. Pan 49 9 0 29 Sep 2024
"Oh LLM, I'm Asking Thee, Please Give Me a Decision Tree": Zero-Shot Decision Tree Induction and Embedding with Large Language Models Ricardo Knauer Mario Koddenbrock Raphael Wallsberger Nicholas M. Brisson Georg N. Duda Deborah Falla David W. Evans Erik Rodner 105 0 0 27 Sep 2024
T3: A Novel Zero-shot Transfer Learning Framework Iteratively Training on an Assistant Task for a Target Task Xindi Tong Yujin Zhu Shijian Fan Liang Xu 79 1 0 26 Sep 2024
Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models Tongxuan Liu Wenjiang Xu Weizhe Huang Yuting Zeng Jiaxing Wang Hailong Yang Hailong Yang Jing Li LRM ReLM 64 9 0 26 Sep 2024
E-SQL: Direct Schema Linking via Question Enrichment in Text-to-SQL Hasan Alp Caferoğlu Özgür Ulusoy 68 20 0 25 Sep 2024
ChatGPT as a Solver and Grader of Programming Exams written in Spanish Pablo Fernández-Saborido Marcos Fernández-Pichel David E. Losada ELM 57 0 0 23 Sep 2024
COHERENT: Collaboration of Heterogeneous Multi-Robot System with Large Language Models Kehui Liu Zixin Tang Dong Wang Ziyi Wang Bin Zhao Bin Zhao 66 12 0 23 Sep 2024
Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension Chenxu Wang Ping Jian Zhen Yang LRM 39 0 0 22 Sep 2024
Rethinking Semantic Parsing for Large Language Models: Enhancing LLM Performance with Semantic Hints Kaikai An Shuzheng Si Helan Hu Haozhe Zhao Yuchi Wang Qingyan Guo Baobao Chang LRM ReLM 86 2 0 22 Sep 2024
Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks Huanxuan Liao Shizhu He Yao Xu Yuanzhe Zhang Kang Liu Jun Zhao LRM 77 3 0 20 Sep 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 155 101 0 18 Sep 2024