Author

Jian Wang

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Preprint Aug 2026

Rethinking Text-Based Image Retrieval in Specific Domain

The Semantic-Aware Fine-Tuning (SAFT) framework is proposed to address semantic compression in specific domains, which incorporates Semantic-Aware Soft-Label Supervision and Intra-modal Structural Distillation to establish a promising paradigm for domain-specific TBIR tasks.

Jing-Yang Tan, Shengan Yang, Yuanpeng Chen et al. · 0 citations

#small language model Preprint Aug 2026

Retrieve, Match, Escalate: Accurate and Scalable Product Linking with VLM-Distilled Cross-Encoders and Agentic VLMs

This work presents a production retrieve-then-match cascade that spends computation in proportion to difficulty: retrieval surfaces plausible matches, a lightweight text cross-encoder auto-resolves the high-confidence majority, and an agentic multimodal vision-language model settles the ambiguous remainder.

Jian Wang, Steven Xu, Sanjyot Thete et al. · 0 citations