Iter-AHMCL: Alleviate Hallucination for Large Language Model via Iterative Model-level Contrastive Learningby Huiwen Wu, Xiaohan…
Magnifier Prompt: Tackling Multimodal Hallucination via Extremely Simple Instructionsby Yuhan Fu, Ruobing Xie, Jiazhen Liu,…
On the Capacity of Citation Generation by Large Language Modelsby Haosheng Qian, Yixing Fan, Ruqing…
Can Structured Data Reduce Epistemic Uncertainty?by Shriram M S, Sushmitha S, Gayathri K S, Shahina…
Honest AI: Fine-Tuning “Small” Language Models to Say “I Don’t Know”, and Reducing Hallucination in…
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question…
Pap2Pat: Benchmarking Outline-Guided Long-Text Patent Generation with Patent-Paper Pairsby Valentin Knappich, Simon Razniewski, Anna Hätty,…
EMMA: Empowering Multi-modal Mamba with Structural and Hierarchical Alignmentby Yifei Xing, Xiangyuan Lan, Ruiping Wang,…
Investigating and Mitigating Object Hallucinations in Pretrained Vision-Language (CLIP) Modelsby Yufang Liu, Tao Ji, Changzhi…
MedHalu: Hallucinations in Responses to Healthcare Queries by Large Language Modelsby Vibhor Agarwal, Yiqiao Jin,…