Yeong-Joon Ju

MIRe: Enhancing Multimodal Queries Representation via Fusion-Free Modality Interaction for Multimodal Retrieval

2024 · arXiv (Cornell University)

Recent multimodal retrieval methods have endowed text-based retrievers with multimodal capabilities by utilizing pre-training strategies for visual-text alignment. They often directly fuse the two modalities for cross-reference during the alignment to understand multimodal queries. However, …

CPR: Mitigating Large Language Model Hallucinations with Curative Prompt Refinement

2024

Recent advancements in large language models (LLMs) highlight their fluency in generating responses to diverse prompts. However, these models sometimes generate plausible yet incorrect “hallucinated” facts, undermining trust. A frequent but often overlooked cause of …