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Tao Bai

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#artificial intelligence Preprint Sep 2026

Visual Attention Faithfulness in Vision-Language Models is Heterogeneous

Whether attention weights faithfully reflect model reasoning has been actively debated in NLP, yet this question remains largely unexplored for the visual modality in Vision-Language Models (VLMs). We address this gap through causal perturbation analysis on current VLMs, evaluating both the comprehensiveness and suffic...

Xu-Rui Song, Wei-Shi Wang, Zhong-Qi Yue et al. · 2 citations
2026

OmniOData: Unleashing Small Language Models for OData Query Generation with Synthetic Data and Reinforcement Learning

Despite the success of Large Language Models (LLMs) in structured query generation, OData—a critical RESTful protocol for enterprise APIs—remains under-researched due to a lack of high-fidelity, execution-validated datasets. To bridge this gap, we introduce O M - NI OD ATA , a framework that generates S YN O-D ATA , th...

Tao Bai, Zhaochen Li, Hongxin Shao et al. · 0 citations

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