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cs.LG2025
InsightVision: A Comprehensive, Multi-Level Chinese-based Benchmark for Evaluating Implicit Visual Semantics in Large Vision Language Models
Xiaofei Yin, Yijie Hong, Ya Guo +4
In the evolving landscape of multimodal language models, understanding the nuanced meanings conveyed through visual cues - such as satire, insult, or critique - remains a significa…
cs.LG2024
Non-negative Contrastive Learning
Yifei Wang, Qi Zhang, Yaoyu Guo +1
Deep representations have shown promising performance when transferred to downstream tasks in a black-box manner. Yet, their inherent lack of interpretability remains a significant…