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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

Author

Artem Vazhentsev

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Preprint Jul 2026

Failing to See or Failing to Know? Attributing Errors in Vision-Language Models

A tree-structured framework is proposed that organizes failures in knowledge-intensive visual question answering into model-specific operational outcomes that support attribution-guided routing to targeted interventions, including image repair, entity support, question rewriting, and factual evidence.

K. Vo, Artem Vazhentsev, Artem Shelmanov et al. · 0 citations

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