Title
Optimizing Retrieval-Augmented Generation: Analysis of Hyperparameter Impact on Performance and Efficiency Adel Ammar Anis Koubaa Omer Nacar W. Boulila RALM 3DV 35 0 0 13 May 2025
IterKey: Iterative Keyword Generation with LLMs for Enhanced Retrieval Augmented Generation Kazuki Hayashi Hidetaka Kamigaito Shinya Kouda Taro Watanabe RALM 31 0 0 13 May 2025
Benchmarking Retrieval-Augmented Generation for Chemistry Xianrui Zhong Bowen Jin Siru Ouyang Yanzhen Shen Qiao Jin Yin Fang Zhiyong Lu Jiawei Han 3DV 26 0 0 12 May 2025
ReinboT: Amplifying Robot Visual-Language Manipulation with Reinforcement Learning Hongyin Zhang Zifeng Zhuang H. Zhao Pengxiang Ding Hongchao Lu Donglin Wang OffRL 44 0 0 12 May 2025
DriveSOTIF: Advancing Perception SOTIF Through Multimodal Large Language Models Shucheng Huang Freda Shi Chen Sun Jiaming Zhong Minghao Ning Yufeng Yang Yukun Lu Hong Wang A. Khajepour 31 0 0 11 May 2025
Retrieval Augmented Generation Evaluation for Health Documents Mario Ceresa Lorenzo Bertolini Valentin Comte Nicholas Spadaro Barbara Raffael ... Sergio Consoli Amalia Muñoz Piñeiro Alex Patak Maddalena Querci Tobias Wiesenthal RALM 3DV 39 0 1 07 May 2025
CDE-Mapper: Using Retrieval-Augmented Language Models for Linking Clinical Data Elements to Controlled Vocabularies Komal Gilani Marlo Verket Christof Peters Michel Dumontier Hans-Peter Brunner-La Rocca V. Urovi 35 0 0 07 May 2025
Harnessing Structured Knowledge: A Concept Map-Based Approach for High-Quality Multiple Choice Question Generation with Effective Distractors Nicy Scaria Silvester John Joseph Kennedy Diksha Seth Ananya Thakur Deepak N. Subramani AI4Ed 23 0 0 02 May 2025
Classifier-to-Bias: Toward Unsupervised Automatic Bias Detection for Visual Classifiers Quentin Guimard Moreno DÍncà Massimiliano Mancini Elisa Ricci SSL 72 0 0 29 Apr 2025
Can LLMs Be Trusted for Evaluating RAG Systems? A Survey of Methods and Datasets Lorenz Brehme Thomas Ströhle Ruth Breu 65 0 0 28 Apr 2025
Modular Machine Learning: An Indispensable Path towards New-Generation Large Language Models X. Wang Haoyang Li Zeyang Zhang H. Chen Wenwu Zhu LRM 84 0 0 28 Apr 2025
HalluLens: LLM Hallucination Benchmark Yejin Bang Ziwei Ji Alan Schelten Anthony Hartshorn Tara Fowler Cheng Zhang Nicola Cancedda Pascale Fung HILM 92 0 0 24 Apr 2025
(Im)possibility of Automated Hallucination Detection in Large Language Models Amin Karbasi Omar Montasser John Sous Grigoris Velegkas HILM 52 0 0 23 Apr 2025
CRAVE: A Conflicting Reasoning Approach for Explainable Claim Verification Using LLMs Yingming Zheng Xiaoliang Liu Peng Wu Li Pan LRM 35 0 0 21 Apr 2025
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Chen Xie Mingsheng Jiao Xiaodong Gu Beijun Shen 22 0 0 21 Apr 2025
Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey Ahsan Bilal Muhammad Ahmed Mohsin Muhammad Umer Muhammad Awais Khan Bangash Muhammad Ali Jamshed LLMAG LRM AI4CE 51 0 0 20 Apr 2025
Beyond Misinformation: A Conceptual Framework for Studying AI Hallucinations in (Science) Communication Anqi Shao 66 0 0 18 Apr 2025
Retrieval-Augmented Generation with Conflicting Evidence Han Wang Archiki Prasad Elias Stengel-Eskin Mohit Bansal RALM 73 1 0 17 Apr 2025
Low-hallucination Synthetic Captions for Large-Scale Vision-Language Model Pre-training X. Zhang Yarong Zeng Xinting Huang Hu Hu Runquan Xie Han Hu Zhanhui Kang MLLM VLM 50 0 0 17 Apr 2025
Why and How LLMs Hallucinate: Connecting the Dots with Subsequence Associations Yiyou Sun Y. Gai Lijie Chen Abhilasha Ravichander Yejin Choi D. Song HILM 57 0 0 17 Apr 2025
A Scoping Review of Natural Language Processing in Addressing Medically Inaccurate Information: Errors, Misinformation, and Hallucination Zhaoyi Sun Wen-wai Yim Özlem Uzuner Fei Xia Meliha Yetisgen 40 0 0 16 Apr 2025
The Digital Cybersecurity Expert: How Far Have We Come? Dawei Wang Geng Zhou Xianglong Li Yu Bai Li Chen Ting Qin Jian Sun D. Li ELM 62 0 0 16 Apr 2025
Hallucination Detection in LLMs via Topological Divergence on Attention Graphs Alexandra Bazarova Aleksandr Yugay Andrey Shulga A. Ermilova Andrei Volodichev ... Dmitry Simakov M. Savchenko Andrey Savchenko Serguei Barannikov Alexey Zaytsev HILM 30 0 0 14 Apr 2025
HalluShift: Measuring Distribution Shifts towards Hallucination Detection in LLMs Sharanya Dasgupta Sujoy Nath Arkaprabha Basu Pourya Shamsolmoali Swagatam Das HILM 62 0 0 13 Apr 2025
Can LLM feedback enhance review quality? A randomized study of 20K reviews at ICLR 2025 Nitya Thakkar Mert Yuksekgonul Jake Silberg Animesh Garg Nanyun Peng Fei Sha Rose Yu Carl Vondrick James Zou 14 2 0 13 Apr 2025
The Other Side of the Coin: Exploring Fairness in Retrieval-Augmented Generation Z. Zhang Ning Li Qi Liu Rui Li W. Gao Qingyang Mao Zhenya Huang Baosheng Yu Dacheng Tao RALM 39 0 0 11 Apr 2025
Robust Hallucination Detection in LLMs via Adaptive Token Selection Mengjia Niu Hamed Haddadi Guansong Pang HILM 55 0 0 10 Apr 2025
DeepGreen: Effective LLM-Driven Green-washing Monitoring System Designed for Empirical Testing -- Evidence from China Congluo Xu Yu Miao Yiling Xiao Chengmengjia Lin 31 0 0 10 Apr 2025
Don't Let It Hallucinate: Premise Verification via Retrieval-Augmented Logical Reasoning Yuehan Qin Shawn Li Yi Nian Xinyan Velocity Yu Yue Zhao Xuezhe Ma HILM LRM 37 0 0 08 Apr 2025
Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey Zulun Zhu Tiancheng Huang Kai Wang Junda Ye X. Chen Siqiang Luo 3DV 41 0 0 08 Apr 2025
Verification of Autonomous Neural Car Control with KeYmaera X Enguerrand Prebet Samuel Teuber André Platzer 31 0 0 04 Apr 2025
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering Alexander Murphy Mohd Sanad Zaki Rizvi Aden Haussmann Ping Nie Guifu Liu Aryo Pradipta Gema Pasquale Minervini 47 0 0 30 Mar 2025
Discovering Knowledge Deficiencies of Language Models on Massive Knowledge Base Linxin Song Xuwei Ding Jieyu Zhang Taiwei Shi Ryotaro Shimizu Rahul Gupta Y. Liu Jian Kang Jieyu Zhao KELM 58 0 0 30 Mar 2025
Open-Vocabulary Semantic Segmentation with Uncertainty Alignment for Robotic Scene Understanding in Indoor Building Environments Yifan Xu V. Kamat Carol Menassa 51 0 0 29 Mar 2025
How do language models learn facts? Dynamics, curricula and hallucinations Nicolas Zucchet J. Bornschein Stephanie C. Y. Chan Andrew Kyle Lampinen Razvan Pascanu Soham De KELM HILM LRM 77 3 1 27 Mar 2025
MoRE-LLM: Mixture of Rule Experts Guided by a Large Language Model Alexander Koebler Ingo Thon Florian Buettner 37 0 0 26 Mar 2025
OAEI-LLM-T: A TBox Benchmark Dataset for Understanding Large Language Model Hallucinations in Ontology Matching Zhangcheng Qiang Kerry Taylor Weiqing Wang Jing Jiang 52 0 0 25 Mar 2025
Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation Hongcheng Gao Jiashu Qu Jingyi Tang Baolong Bi Y. Liu Hongyu Chen Li Liang Li Su Qingming Huang MLLM VLM LRM 85 4 0 25 Mar 2025
Temporal Score Analysis for Understanding and Correcting Diffusion Artifacts Yu Cao Zengqun Zhao Ioannis Patras Shaogang Gong DiffM 48 0 0 20 Mar 2025
GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation Tao Feng Yihang Sun Jiaxuan You 50 0 0 16 Mar 2025
Through the Magnifying Glass: Adaptive Perception Magnification for Hallucination-Free VLM Decoding Shunqi Mao Chaoyi Zhang Weidong Cai MLLM 146 0 0 13 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan Ö. Arik Dong Wang Hamed Zamani J. Han RALM ReLM KELM OffRL AI4TS LRM 84 24 0 12 Mar 2025
Trustworthy Machine Learning via Memorization and the Granular Long-Tail: A Survey on Interactions, Tradeoffs, and Beyond Qiongxiu Li Xiaoyu Luo Yiyi Chen Johannes Bjerva 45 0 0 10 Mar 2025
RoboDesign1M: A Large-scale Dataset for Robot Design Understanding T. H. Le T. H. Nguyen Quang-Dieu Tran Quang Minh Nguyen Baoru Huang Hoan Nguyen M. Vu Tung D. Ta A. Nguyen 3DV 83 0 0 09 Mar 2025
InterChat: Enhancing Generative Visual Analytics using Multimodal Interactions Juntong Chen Jiang Wu Jiajing Guo V. Mohanty Xueming Li Jorge Henrique Piazentin Ono Wenbin He Liu Ren Dongyu Liu MLLM 73 2 0 06 Mar 2025
Causally Reliable Concept Bottleneck Models Giovanni De Felice Arianna Casanova Flores Francesco De Santis Silvia Santini Johannes Schneider Pietro Barbiero Alberto Termine 74 2 0 06 Mar 2025
Can Large Language Models Help Experimental Design for Causal Discovery? Junyi Li Yongqiang Chen Chenxi Liu Qianyi Cai Tongliang Liu Bo Han Kun Zhang Hui Xiong CML 65 0 0 03 Mar 2025
How to Steer LLM Latents for Hallucination Detection? Seongheon Park Xuefeng Du Min-Hsuan Yeh Haobo Wang Yixuan Li LLMSV 57 2 0 01 Mar 2025
HalCECE: A Framework for Explainable Hallucination Detection through Conceptual Counterfactuals in Image Captioning Maria Lymperaiou Giorgos Filandrianos Angeliki Dimitriou Athanasios Voulodimos Giorgos Stamou MLLM 40 0 0 01 Mar 2025
Mitigating Hallucinations in Diffusion Models through Adaptive Attention Modulation Trevine Oorloff Yaser Yacoob Abhinav Shrivastava 51 0 0 24 Feb 2025