2 papers
cs.AI2026
Forced Deferral: Manipulating Routing Decisions in Multimodal LLM Cascades
Zhongye Liu, Yaopei Zeng, Yurui Chang +1
While multimodal large language models (MLLMs) have shown strong visual reasoning abilities, serving a large model for every query is computationally expensive. MLLM cascades mitig…
cs.CV2024
Automatically Generating Visual Hallucination Test Cases for Multimodal Large Language Models
Zhongye Liu, Hongbin Liu, Yuepeng Hu +2
Visual hallucination (VH) occurs when a multimodal large language model (MLLM) generates responses with incorrect visual details for prompts. Existing methods for generating VH tes…