most citedToward Automatic Relevance Judgment using Vision--Language Models for Image--Text Retrieval Evaluation

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cs.IR2026

Rethinking Agentic Search with Pi-Serini: Is Lexical Retrieval Sufficient?

Tz-Huan Hsu, Jheng-Hong Yang, Jimmy Lin

Does a lexical retriever suffice as large language models (LLMs) become more capable in an agentic loop? This question naturally arises when building deep research systems. We revi…

cs.IR2024★ 1 cited

Toward Automatic Relevance Judgment using Vision--Language Models for Image--Text Retrieval Evaluation

Jheng-Hong Yang, Jimmy Lin

Vision--Language Models (VLMs) have demonstrated success across diverse applications, yet their potential to assist in relevance judgments remains uncertain. This paper assesses th…