Title
SLED: Self Logits Evolution Decoding for Improving Factuality in Large Language Models Jianyi Zhang Da-Cheng Juan Cyrus Rashtchian Chun-Sung Ferng Heinrich Jiang Yiran Chen 43 4 0 01 Nov 2024
Exploring the Knowledge Mismatch Hypothesis: Hallucination Propensity in Small Models Fine-tuned on Data from Larger Models Phil Wee Riyadh Baghdadi HILM 34 0 0 31 Oct 2024
GigaCheck: Detecting LLM-generated Content Irina Tolstykh Aleksandra Tsybina Sergey Yakubson Aleksandr Gordeev Vladimir Dokholyan Maksim Kuprashevich DeLMO 48 1 0 31 Oct 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
Unified Triplet-Level Hallucination Evaluation for Large Vision-Language Models J. Wu Tsz Ting Chung Kai Chen Dit-Yan Yeung VLM LRM 65 3 0 30 Oct 2024
Retrieval-Augmented Generation with Estimation of Source Reliability Jeongyeon Hwang Junyoung Park Hyejin Park Sangdon Park Jungseul Ok RALM 42 0 0 30 Oct 2024
Improving Uncertainty Quantification in Large Language Models via Semantic Embeddings Yashvir S. Grewal Edwin V. Bonilla Thang D. Bui UQCV 43 4 0 30 Oct 2024
Standardization Trends on Safety and Trustworthiness Technology for Advanced AI Jonghong Jeon 36 2 0 29 Oct 2024
Distinguishing Ignorance from Error in LLM Hallucinations Adi Simhi Jonathan Herzig Idan Szpektor Yonatan Belinkov HILM 61 2 0 29 Oct 2024
$f$ -PO: Generalizing Preference Optimization with $f$ -divergence Minimization Jiaqi Han Mingjian Jiang Yuxuan Song J. Leskovec Stefano Ermon 56 3 0 29 Oct 2024
Sorting Out the Bad Seeds: Automatic Classification of Cryptocurrency Abuse Reports Gibran Gómez Kevin van Liebergen D. Sanvito G. Siracusano Roberto González Juan Caballero 34 0 0 28 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
Rethinking the Uncertainty: A Critical Review and Analysis in the Era of Large Language Models Mohammad Beigi Sijia Wang Ying Shen Zihao Lin Adithya Kulkarni ... Ming Jin Jin-Hee Cho Dawei Zhou Chang-Tien Lu Lifu Huang 29 1 0 26 Oct 2024
Fictitious Synthetic Data Can Improve LLM Factuality via Prerequisite Learning Yujian Liu Shiyu Chang Tommi Jaakkola Yang Zhang 28 0 0 25 Oct 2024
Applying sparse autoencoders to unlearn knowledge in language models Eoin Farrell Yeu-Tong Lau Arthur Conmy MU 35 14 0 25 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
No Free Lunch: Fundamental Limits of Learning Non-Hallucinating Generative Models Changlong Wu A. Grama Wojciech Szpankowski 32 1 0 24 Oct 2024
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations Aryo Pradipta Gema Chen Jin Ahmed Abdulaal Tom Diethe Philip Teare Beatrice Alex Pasquale Minervini Amrutha Saseendran 26 5 0 24 Oct 2024
Demystifying Large Language Models for Medicine: A Primer Qiao Jin Nicholas Wan Robert Leaman Shubo Tian Zhizheng Wang ... Chunhua Weng Ronald M. Summers Qingyu Chen Yifan Peng Zhiyong Lu LM&MA 42 3 0 24 Oct 2024
Are Large Language Models Ready for Travel Planning? Ruiping Ren Xing Yao Shu Cole Haining Wang 28 0 0 22 Oct 2024
Fine-Tuning Large Language Models to Appropriately Abstain with Semantic Entropy Benedict Aaron Tjandra Muhammed Razzak Jannik Kossen Kunal Handa Yarin Gal HILM 33 0 0 22 Oct 2024
Enhancing Answer Attribution for Faithful Text Generation with Large Language Models Juraj Vladika Luca Mülln Florian Matthes 30 0 0 22 Oct 2024
Trustworthy Alignment of Retrieval-Augmented Large Language Models via Reinforcement Learning Zongmeng Zhang Yufeng Shi Jinhua Zhu Wengang Zhou Xiang Qi Peng Zhang Yiming Li RALM HILM 24 0 0 22 Oct 2024
PLDR-LLM: Large Language Model from Power Law Decoder Representations Burc Gokden 26 1 0 22 Oct 2024
A Statistical Analysis of LLMs' Self-Evaluation Using Proverbs Ryosuke Sonoda Ramya Srinivasan 59 1 0 22 Oct 2024
LLMScan: Causal Scan for LLM Misbehavior Detection Mengdi Zhang Kai Kiat Goh Peixin Zhang Jun Sun Rose Lin Xin Hongyu Zhang 25 0 0 22 Oct 2024
To the Globe (TTG): Towards Language-Driven Guaranteed Travel Planning Da JU Song Jiang A. Cohen Aaron Foss Sasha Mitts ... Brandon Amos Xian Li Justine T Kao Maryam Fazel-Zarandi Yuandong Tian LLMAG 27 4 0 21 Oct 2024
Towards a Reliable Offline Personal AI Assistant for Long Duration Spaceflight Oliver Bensch Leonie Bensch Tommy Nilsson Florian Saling Wafa Sadri Carsten Hartmann Tobias Hecking J. Nathan Kutz 18 0 0 21 Oct 2024
Self-Explained Keywords Empower Large Language Models for Code Generation Lishui Fan Mouxiang Chen Zhongxin Liu 42 1 0 21 Oct 2024
LLM4GRN: Discovering Causal Gene Regulatory Networks with LLMs -- Evaluation through Synthetic Data Generation Tejumade Afonja Ivaxi Sheth Ruta Binkyte Waqar Hanif Thomas Ulas Matthias Becker Mario Fritz 56 3 0 21 Oct 2024
Reducing Hallucinations in Vision-Language Models via Latent Space Steering Sheng Liu Haotian Ye Lei Xing James Zou VLM LLMSV 50 5 0 21 Oct 2024
A Prompt Engineering Approach and a Knowledge Graph based Framework for Tackling Legal Implications of Large Language Model Answers George Hannah Rita T. Sousa Ioannis Dasoulas Claudia dÁmato AILaw ELM 41 0 0 19 Oct 2024
Good Parenting is all you need -- Multi-agentic LLM Hallucination Mitigation Ted Kwartler Matthew Berman Alan Aqrawi LLMAG 26 3 0 18 Oct 2024
Montessori-Instruct: Generate Influential Training Data Tailored for Student Learning Xiaochuan Li Zichun Yu Chenyan Xiong SyDa 33 1 0 18 Oct 2024
Enabling Scalable Evaluation of Bias Patterns in Medical LLMs Hamed Fayyaz Raphael Poulain Rahmatollah Beheshti 40 1 0 18 Oct 2024
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards Xinze Li Sen Mei Zhenghao Liu Yukun Yan Shuo Wang ... Huimin Chen Ge Yu Zhiyuan Liu Maosong Sun Chenyan Xiong 50 7 0 17 Oct 2024
CREAM: Consistency Regularized Self-Rewarding Language Models Zhaoxiang Wang Weilei He Zhiyuan Liang Xuchao Zhang Chetan Bansal Ying Wei Weitong Zhang Huaxiu Yao ALM 104 7 0 16 Oct 2024
A Theoretical Survey on Foundation Models Shi Fu Yuzhu Chen Yingjie Wang Dacheng Tao 28 0 0 15 Oct 2024
Towards More Effective Table-to-Text Generation: Assessing In-Context Learning and Self-Evaluation with Open-Source Models Sahar Iravani Tim . O . F Conrad LMTD 34 0 0 15 Oct 2024
On the Capacity of Citation Generation by Large Language Models Haosheng Qian Yixing Fan Ruqing Zhang J. Guo HILM 29 1 0 15 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 51 2 0 14 Oct 2024
VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents S. Yu C. Tang Bokai Xu Junbo Cui Junhao Ran ... Zhenghao Liu Shuo Wang Xu Han Zhiyuan Liu Maosong Sun VLM 39 23 0 14 Oct 2024
A Multi-LLM Orchestration Engine for Personalized, Context-Rich Assistance Sumedh Rasal 25 0 0 13 Oct 2024
Collu-Bench: A Benchmark for Predicting Language Model Hallucinations in Code Nan Jiang Qi Li Lin Tan Tianyi Zhang HILM 37 1 0 13 Oct 2024
3DS: Decomposed Difficulty Data Selection's Case Study on LLM Medical Domain Adaptation Hongxin Ding Yue Fang Runchuan Zhu Xinke Jiang Jinyang Zhang Yongxin Xu Xu Chu Junfeng Zhao Yasha Wang 30 0 0 13 Oct 2024
NoVo: Norm Voting off Hallucinations with Attention Heads in Large Language Models Zheng Yi Ho Siyuan Liang Sen Zhang Yibing Zhan Dacheng Tao 31 2 0 11 Oct 2024
Autonomous Evaluation of LLMs for Truth Maintenance and Reasoning Tasks Rushang Karia Daniel Bramblett D. Dobhal Siddharth Srivastava ELM LRM 35 0 0 11 Oct 2024
The Effects of Hallucinations in Synthetic Training Data for Relation Extraction Steven Rogulsky Nicholas Popovic Michael Färber HILM 35 1 0 10 Oct 2024
MKGL: Mastery of a Three-Word Language Lingbing Guo Zhongpu Bo Zhuo Chen Yichi Zhang Jiaoyan Chen ... Yangyifei Luo Qian Li Qiang Zhang Wen Zhang Huajun Chen 34 1 0 10 Oct 2024
Automatic Curriculum Expert Iteration for Reliable LLM Reasoning Zirui Zhao Hanze Dong Amrita Saha Caiming Xiong Doyen Sahoo LRM 35 3 0 10 Oct 2024