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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Zhong-Tian Liu

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Conference Open access 2026

Enhancing Zero-Shot Visual Reasoning with Qwen2-VL on CLEVR

Overall, the results show that the baseline is fairly stable under lightweight prompt and decoding changes, however, these low-cost adjustments do not solve the model's main weakness, which still appears in spatial and compositional reasoning.

Zhong-Tian Liu · 0 citations

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