Title
Chats-Grid: An Iterative Retrieval Q&A Optimization Scheme Leveraging Large Model and Retrieval Enhancement Generation in smart grid Yunfeng Li Jiqun Zhang Guofu Liao Xue Shi Junhong Liu 67 0 0 24 Feb 2025
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering Yuan Sui Yufei He Zifeng Ding Bryan Hooi HILM ELM RALM 76 7 0 20 Feb 2025
SCOPE: A Self-supervised Framework for Improving Faithfulness in Conditional Text Generation Song Duong Florian Le Bronnec Alexandre Allauzen Vincent Guigue Alberto Lumbreras Laure Soulier Patrick Gallinari HILM 50 0 0 20 Feb 2025
Can Your Uncertainty Scores Detect Hallucinated Entity? Min-Hsuan Yeh Max Kamachee Seongheon Park Yixuan Li HILM 55 1 0 17 Feb 2025
Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens Samuele Bortolotti Emanuele Marconato Paolo Morettin Andrea Passerini Stefano Teso 61 2 0 16 Feb 2025
Large Language Models for Multi-Robot Systems: A Survey Peihan Li Zijian An Shams Abrar Lifeng Zhou LM&Ro LRM 62 6 0 06 Feb 2025
Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Yibo Yan Shen Wang Jiahao Huo Jingheng Ye Zhendong Chu Xuming Hu Philip S. Yu Carla P. Gomes B. Selman Qingsong Wen LRM 130 9 0 05 Feb 2025
Large Language Models as Common-Sense Heuristics Andrey Borro Patricia J. Riddle Michael W Barley Michael Witbrock LRM LM&Ro 136 1 0 31 Jan 2025
TableMaster: A Recipe to Advance Table Understanding with Language Models Lang Cao Hanbing Liu LMTD RALM 266 0 1 31 Jan 2025
OnionEval: An Unified Evaluation of Fact-conflicting Hallucination for Small-Large Language Models Chongren Sun Y. Li Di Wu Benoit Boulet HILM LRM 90 1 0 22 Jan 2025
LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation Ziyao Zhang Yanlin Wang Chong Wang Jiachi Chen Zibin Zheng 130 15 0 20 Jan 2025
Leveraging Fine-Tuned Retrieval-Augmented Generation with Long-Context Support: For 3GPP Standards Omar Erak Nouf Alabbasi Omar Alhussein Ismail Lotfi Amr Hussein Sami Muhaidat Merouane Debbah RALM 84 5 0 17 Jan 2025
Can Large Audio-Language Models Truly Hear? Tackling Hallucinations with Multi-Task Assessment and Stepwise Audio Reasoning Chun-Yi Kuan Hung-yi Lee AuLLM LRM 72 1 0 03 Jan 2025
Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning Jiapu Wang Kai Sun Linhao Luo Wei Wei Yongli Hu Alan Wee-Chung Liew Shirui Pan Baocai Yin 52 6 0 31 Dec 2024
The Jungle of Generative Drug Discovery: Traps, Treasures, and Ways Out Rıza Özçelik F. Grisoni 48 0 0 24 Dec 2024
Where am I? Cross-View Geo-localization with Natural Language Descriptions Junyan Ye Honglin Lin Leyan Ou Dairong Chen Zihao Wang Zeang Sheng Weijia Li Weijia Li 76 0 0 22 Dec 2024
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding Jiaqi Wang Yifei Gao Jitao Sang MLLM 123 2 0 24 Nov 2024
Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models Javier Ferrando Oscar Obeso Senthooran Rajamanoharan Neel Nanda 85 12 0 21 Nov 2024
Number Cookbook: Number Understanding of Language Models and How to Improve It Haotong Yang Yi Hu Shijia Kang Zhouchen Lin Muhan Zhang LRM 46 2 0 06 Nov 2024
On the Loss of Context-awareness in General Instruction Fine-tuning Yihan Wang Andrew Bai Nanyun Peng Cho-Jui Hsieh 142 1 0 05 Nov 2024
GraphXAIN: Narratives to Explain Graph Neural Networks Mateusz Cedro David Martens 54 0 0 04 Nov 2024
Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language Models Minki Kang Sung Ju Hwang Gibbeum Lee Jaewoong Cho KELM 43 0 0 01 Nov 2024
The Potential of LLMs in Medical Education: Generating Questions and Answers for Qualification Exams Yunqi Zhu Wen Tang Ying Sun Xuebing Yang Liyang Dou Yifan Gu Yuanyuan Wu Wensheng Zhang Ying Sun Xuebing Yang LM&MA ELM 46 1 0 31 Oct 2024
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 38 8 0 28 Oct 2024
TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning Xiangyu Zeng Kunchang Li Chenting Wang Xinhao Li Tianxiang Jiang ... Zhengrong Yue Yi Wang Yali Wang Yu Qiao Limin Wang MLLM VLM AI4TS 71 15 0 25 Oct 2024
ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability Zhongxiang Sun Xiaoxue Zang Kai Zheng Yang Song Jun Xu Xiao Zhang Weijie Yu Yang Song Han Li 57 7 0 15 Oct 2024
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users Mengxuan Hu Hongyi Wu Zihan Guan Ronghang Zhu Dongliang Guo Daiqing Qi Sheng Li SILM 41 3 0 10 Oct 2024
A Closer Look at Machine Unlearning for Large Language Models Xiaojian Yuan Tianyu Pang Chao Du Kejiang Chen Weiming Zhang Min Lin MU 54 5 0 10 Oct 2024
Bridging Today and the Future of Humanity: AI Safety in 2024 and Beyond Shanshan Han 87 1 0 09 Oct 2024
Evaluating the Correctness of Inference Patterns Used by LLMs for Judgment Lu Chen Yuxuan Huang Yixing Li Dongrui Liu Qihan Ren Shuai Zhao Kun Kuang Zilong Zheng Quanshi Zhang 34 1 0 06 Oct 2024
Reward-RAG: Enhancing RAG with Reward Driven Supervision Thang Nguyen Peter Chin Yu-Wing Tai RALM 42 4 0 03 Oct 2024
Undesirable Memorization in Large Language Models: A Survey Ali Satvaty Suzan Verberne Fatih Turkmen ELM PILM 86 7 0 03 Oct 2024
LLMs Know More Than They Show: On the Intrinsic Representation of LLM Hallucinations Hadas Orgad Michael Toker Zorik Gekhman Roi Reichart Idan Szpektor Hadas Kotek Yonatan Belinkov HILM AIFin 61 29 0 03 Oct 2024
IoT-LLM: Enhancing Real-World IoT Task Reasoning with Large Language Models Tuo An Yunjiao Zhou Han Zou Jianfei Yang LRM 34 4 0 03 Oct 2024
Integrative Decoding: Improve Factuality via Implicit Self-consistency Yi Cheng Xiao Liang Yeyun Gong Wen Xiao Song Wang ... Wenjie Li Jian Jiao Qi Chen Peng Cheng Wayne Xiong HILM 59 1 0 02 Oct 2024
UniAdapt: A Universal Adapter for Knowledge Calibration Tai D. Nguyen Long H. Pham Jun Sun KELM 30 0 0 01 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 Chenyu You HILM 114 16 0 30 Sep 2024
Word2Wave: Language Driven Mission Programming for Efficient Subsea Deployments of Marine Robots Ruo Chen David Blow Adnan Abdullah Md Jahidul Islam 50 1 0 27 Sep 2024
HelloBench: Evaluating Long Text Generation Capabilities of Large Language Models Haoran Que Feiyu Duan Liqun He Yutao Mou Wangchunshu Zhou ... Ge Zhang Junran Peng Zhaoxiang Zhang Songyang Zhang Kai Chen LM&MA ELM VLM 51 11 0 24 Sep 2024
GroupDebate: Enhancing the Efficiency of Multi-Agent Debate Using Group Discussion Tongxuan Liu Xingyu Wang Weizhe Huang Wenjiang Xu Yuting Zeng Lei Jiang Hailong Yang Jing Li LLMAG 44 8 0 21 Sep 2024
Uncovering Latent Chain of Thought Vectors in Language Models Jason Zhang Scott Viteri LLMSV LRM 44 1 0 21 Sep 2024
MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines Dongzhi Jiang Renrui Zhang Ziyu Guo Yanmin Wu Jiayi Lei ... Guanglu Song Peng Gao Yu Liu Chunyuan Li Hongsheng Li MLLM 35 16 0 19 Sep 2024
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images Zhecan Wang Junzhang Liu Chia-Wei Tang Hani Alomari Anushka Sivakumar ... Haoxuan You A. Ishmam Kai-Wei Chang Shih-Fu Chang Chris Thomas CoGe VLM 69 2 0 19 Sep 2024
Textualized Agent-Style Reasoning for Complex Tasks by Multiple Round LLM Generation Chen Liang Zhifan Feng Zihe Liu Wenbin Jiang Jinan Xu Yufeng Chen Yong Wang LLMAG LRM 33 1 0 19 Sep 2024
ProSLM : A Prolog Synergized Language Model for explainable Domain Specific Knowledge Based Question Answering Priyesh Vakharia Abigail Kufeldt Max Meyers Ian Lane Leilani H. Gilpin 34 0 0 17 Sep 2024
Exploring LLMs for Malware Detection: Review, Framework Design, and Countermeasure Approaches Jamal N. Al-Karaki Muhammad Al-Zafar Khan Marwan Omar 34 7 0 11 Sep 2024
LUK: Empowering Log Understanding with Expert Knowledge from Large Language Models Lipeng Ma Weidong Yang Sihang Jiang Ben Fei Mingjie Zhou Shuhao Li Bo Xu Bo Xu Yanghua Xiao 66 0 0 03 Sep 2024
TrustNavGPT: Modeling Uncertainty to Improve Trustworthiness of Audio-Guided LLM-Based Robot Navigation Xingpeng Sun Yiran Zhang Xindi Tang Amrit Singh Bedi Aniket Bera 50 4 0 03 Aug 2024
Correcting Negative Bias in Large Language Models through Negative Attention Score Alignment Sangwon Yu Jongyoon Song Bongkyu Hwang Hoyoung Kang Sooah Cho Junhwa Choi Seongho Joe Taehee Lee Youngjune Gwon Sungroh Yoon 117 4 0 31 Jul 2024
An Empirical Study of Retrieval Augmented Generation with Chain-of-Thought Yuetong Zhao Hongyu Cao Xianyu Zhao Zhijian Ou RALM LRM 31 3 0 22 Jul 2024