Xiaoran Zhao

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Computer Vision (1)Multimodal Models (1)Natural Language Processing (1)

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Junhao Xiao (1)Jun Xiao (1)Zhiyu Wu (1)Zhiyu Wu (1)

Papers (1)

Feb 24, 2026

2w ago·also PKU

Not Just What's There: Enabling CLIP to Comprehend Negated Visual Descriptions Without Fine-tuning

CLIP can now understand "no dog" without any fine-tuning, thanks to a plug-and-play module that disentangles negated semantics and penalizes false positive matches.

Junhao Xiao, Jun Xiao, Zhiyu Wu +10

Computer Vision Multimodal Models Natural Language Processing

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Xiaoran Zhao

Publication activitypapers/week, last 8 weeks

Research focus

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Papers (1)