Large Language Models Can Be Easily Distracted by Irrelevant Context

31 January 2023

Papers citing "Large Language Models Can Be Easily Distracted by Irrelevant Context"

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Title
LLM-Independent Adaptive RAG: Let the Question Speak for Itself Maria Marina Nikolay Ivanov Sergey Pletenev Mikhail Salnikov Daria Galimzianova Nikita Krayko Vasily Konovalov Alexander Panchenko Viktor Moskvoretskii RALM 30 0 0 07 May 2025
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey Da Zheng Lun Du Junwei Su Yuchen Tian Yuqi Zhu Jintian Zhang Lanning Wei Ningyu Zhang H. Chen LRM 52 0 0 06 May 2025
Context Selection and Rewriting for Video-based Educational Question Generation Mengxia Yu Bang Nguyen Olivia Zino Meng-Long Jiang 39 0 0 28 Apr 2025
LLM Sensitivity Evaluation Framework for Clinical Diagnosis Chenwei Yan Xiangling Fu Yuxuan Xiong Tianyi Wang Siu Cheung Hui Ji Wu Xien Liu LM&MA ELM 32 0 0 18 Apr 2025
Recitation over Reasoning: How Cutting-Edge Language Models Can Fail on Elementary School-Level Reasoning Problems? Kai Yan Yufei Xu Zhengyin Du Xuesong Yao Z. Wang Xiaowen Guo Jiecao Chen ReLM ELM LRM 90 3 0 01 Apr 2025
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models Zhanke Zhou Zhaocheng Zhu Xuan Li Mikhail Galkin Xiao Feng Sanmi Koyejo Jian Tang Bo Han LRM 42 0 0 28 Mar 2025
ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation Zhicheng Lee S. Cao Jinxin Liu J. Zhang Weichuan Liu Xiaoyin Che Lei Hou Juanzi Li ReLM LRM 87 2 0 27 Mar 2025
A Survey on Knowledge-Oriented Retrieval-Augmented Generation Mingyue Cheng Yucong Luo Jie Ouyang Q. Liu Huijie Liu ... Bohou Zhang Jiawei Cao Jie Ma Daoyu Wang Enhong Chen 3DV 61 3 0 11 Mar 2025
Personalize Your LLM: Fake it then Align it Yijing Zhang Dyah Adila Changho Shin Frederic Sala 86 0 0 02 Mar 2025
END: Early Noise Dropping for Efficient and Effective Context Denoising Hongye Jin Pei Chen Jingfeng Yang Z. Wang Meng-Long Jiang ... X. Zhang Zheng Li Tianyi Liu Huasheng Li Bing Yin 60 0 0 26 Feb 2025
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 145 1 0 18 Feb 2025
MathGAP: Out-of-Distribution Evaluation on Problems with Arbitrarily Complex Proofs Andreas Opedal Haruki Shirakami Bernhard Schölkopf Abulhair Saparov Mrinmaya Sachan LRM 54 1 0 17 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 90 0 0 14 Feb 2025
MATH-Perturb: Benchmarking LLMs' Math Reasoning Abilities against Hard Perturbations Kaixuan Huang Jiacheng Guo Zihao Li X. Ji Jiawei Ge ... Yangsibo Huang Chi Jin Xinyun Chen Chiyuan Zhang Mengdi Wang AAML LRM 84 7 0 10 Feb 2025
LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation Ziyao Zhang Yanlin Wang Chong Wang Jiachi Chen Zibin Zheng 114 11 0 20 Jan 2025
Parallel Key-Value Cache Fusion for Position Invariant RAG Philhoon Oh Jinwoo Shin James Thorne 3DV 68 0 0 13 Jan 2025
Cyber Shadows: Neutralizing Security Threats with AI and Targeted Policy Measures Marc Schmitt Pantelis Koutroumpis 35 0 0 03 Jan 2025
VidCtx: Context-aware Video Question Answering with Image Models Andreas Goulas Vasileios Mezaris Ioannis Patras 63 0 0 23 Dec 2024
On Large Language Models in Mission-Critical IT Governance: Are We Ready Yet? Matteo Esposito Francesco Palagiano Valentina Lenarduzzi Davide Taibi ELM 64 2 0 16 Dec 2024
Can LLMs be Good Graph Judger for Knowledge Graph Construction? Haoyu Huang C. L. P. Chen Conghui He Yang Li Jiawei Jiang W. Zhang 79 1 0 26 Nov 2024
UTMath: Math Evaluation with Unit Test via Reasoning-to-Coding Thoughts Bo Yang Qingping Yang Runtao Liu Runtao Liu LRM ReLM ELM AIMat 62 1 0 11 Nov 2024
In Context Learning and Reasoning for Symbolic Regression with Large Language Models Samiha Sharlin Tyler R. Josephson ReLM LLMAG LRM 38 1 0 22 Oct 2024
Do Robot Snakes Dream like Electric Sheep? Investigating the Effects of Architectural Inductive Biases on Hallucination Jerry Huang Prasanna Parthasarathi Mehdi Rezagholizadeh Boxing Chen Sarath Chandar 48 0 0 22 Oct 2024
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models Qitan Lv Jie Wang Hanzhu Chen Bin Li Yongdong Zhang Feng Wu HILM 17 3 0 19 Oct 2024
LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting Problems Nan Xu Xuezhe Ma LRM 33 3 0 18 Oct 2024
Evaluating the Instruction-following Abilities of Language Models using Knowledge Tasks Rudra Murthy Prince Kumar Praveen Venkateswaran Danish Contractor KELM ALM ELM 26 1 0 16 Oct 2024
DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing Shreya Shankar Tristan Chambers Eugene Wu Aditya G. Parameswaran Eugene Wu LLMAG 53 5 0 16 Oct 2024
HART: Efficient Visual Generation with Hybrid Autoregressive Transformer Haotian Tang Yecheng Wu Shang Yang Enze Xie Junsong Chen Junyu Chen Zhuoyang Zhang Han Cai Y. Lu Song Han 61 32 0 14 Oct 2024
Impeding LLM-assisted Cheating in Introductory Programming Assignments via Adversarial Perturbation Saiful Islam Salim Rubin Yuchan Yang Alexander Cooper Suryashree Ray Saumya Debray Sazzadur Rahaman AAML 37 0 0 12 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 65 0 0 09 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 55 9 0 02 Oct 2024
Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-Problems Stephen Miner Yoshiki Takashima Simeng Han Ferhat Erata Timos Antonopoulos R. Piskac Scott J. Shapiro LRM 36 3 0 30 Sep 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 R. Joty HILM 110 16 0 30 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 46 3 0 20 Sep 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse Maojia Song Shang Hong Sim Rishabh Bhardwaj Hai Leong Chieu Navonil Majumder Soujanya Poria 29 6 0 17 Sep 2024
Towards Building a Robust Knowledge Intensive Question Answering Model with Large Language Models Xingyun Hong Yan Shao Zhilin Wang Manni Duan Jin Xiongnan 26 0 0 09 Sep 2024
Seek and Solve Reasoning for Table Question Answering Ruya Jiang Chun Wang Weihong Deng LMTD ReLM LRM 33 2 0 09 Sep 2024
Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost Sania Nayab Giulio Rossolini Giorgio Buttazzo Nicolamaria Manes F. Giacomelli Nicolamaria Manes Fabrizio Giacomelli LRM 38 22 0 29 Jul 2024
On the Design and Analysis of LLM-Based Algorithms Yanxi Chen Yaliang Li Bolin Ding Jingren Zhou 36 4 0 20 Jul 2024
Agentless: Demystifying LLM-based Software Engineering Agents Chunqiu Steven Xia Yinlin Deng Soren Dunn Lingming Zhang LLMAG 32 78 0 01 Jul 2024
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables Nikhil Abhyankar Vivek Gupta Dan Roth Chandan K. Reddy LMTD 43 2 0 29 Jun 2024
Entropy-Based Decoding for Retrieval-Augmented Large Language Models Zexuan Qiu Zijing Ou Bin Wu Jingjing Li Aiwei Liu Irwin King KELM RALM 25 5 0 25 Jun 2024
Crosslingual Capabilities and Knowledge Barriers in Multilingual Large Language Models Lynn Chua Badih Ghazi Yangsibo Huang Pritish Kamath Ravi Kumar Pasin Manurangsi Amer Sinha Chulin Xie Chiyuan Zhang 49 1 0 23 Jun 2024
A Tale of Trust and Accuracy: Base vs. Instruct LLMs in RAG Systems Florin Cuconasu Giovanni Trappolini Nicola Tonellotto Fabrizio Silvestri 49 2 0 21 Jun 2024
DR-RAG: Applying Dynamic Document Relevance to Retrieval-Augmented Generation for Question-Answering Zijian Hei Weiling Liu Wenjie Ou Juyi Qiao Junming Jiao Guowen Song Ting Tian Yi Lin RALM 31 5 0 11 Jun 2024
Mitigate Position Bias in Large Language Models via Scaling a Single Dimension Yijiong Yu Huiqiang Jiang Xufang Luo Qianhui Wu Chin-Yew Lin Dongsheng Li Yuqing Yang Yongfeng Huang L. Qiu 35 9 0 04 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 32 0 0 04 Jun 2024
Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models Mingda Li Xinyu Li Yifan Chen Wenfeng Xuan Weinan Zhang RALM 29 2 0 31 May 2024
Can LLMs Solve longer Math Word Problems Better? Xin Xu Tong Xiao Zitong Chao Zhenya Huang Can Yang Yang Wang 67 10 0 23 May 2024
MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory Ali Modarressi Abdullatif Köksal Ayyoob Imani Mohsen Fayyaz Hinrich Schütze KELM 96 9 0 17 Apr 2024