2 papers
cs.CV2025
ColLab: A Collaborative Spatial Progressive Data Engine for Referring Expression Comprehension and Generation
Shilan Zhang, Jirui Huang, Ruilin Yao +4
Referring Expression Comprehension (REC) and Referring Expression Generation (REG) are fundamental tasks in multimodal understanding, supporting precise object localization through…
cs.CL2025
Aligning MLLM Benchmark With Human Preferences via Structural Equation Modeling
Shengwu. Xiong, Tianyu. Zou, Cong. Wang +1
Evaluating multimodal large language models (MLLMs) is fundamentally challenged by the absence of structured, interpretable, and theoretically grounded benchmarks; current heuristi…