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Preprint Oct 2026

EVIE: Evidence-Vector-Informed Embeddings for Visual Document Retrieval

Accurate and scalable visual document retrieval (VDR) requires both fine-grained page understanding and efficient indexing, yet existing approaches struggle to achieve both. OCR-based text retrieval adds preprocessing latency and can lose visual and structural cues needed to understand complex pages. Single-vector visi...

Zi-Fei Wang, Wei Wen, Qian Ji et al. · 0 citations
Preprint Aug 2026

Skills Know Their Neighbors: Cluster-Contrastive Capability Pages for Skill Retrieval

As skill libraries grow, large language model agents must retrieve reusable skills from candidates that often share the same topic and vocabulary but implement different capabilities. Retrieval is limited not only by the scorer but also by the text being scored: a document may describe what a skill does without stating...

Zifei Wang, Wei Wen, Qian Ji et al. · 4 citations · ⚡1

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