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N. Crespi

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Preprint Aug 2026

RetrievalRouter: Joint Modality and Architecture Selection for Document Retrieval

Document retrieval increasingly supports high-stakes information access in finance, healthcare, and law. Modern retrieval pipelines vary both in modality (text or multimodal) and in retrieval architecture (dense or late-interaction). These choices impose a hard compromise: the most effective pipelines are too slow and...

Emre Kuru, Mehmet Onur Keskin, R. Farahbakhsh et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Disentangling Topology and Diversity in Multi-Agent LLMs for Multilingual Low-Resource Emotion Detection

Overall, how agents are differentiated produces larger performance shifts than topology, which should be evaluated jointly with specialization: how agents are differentiated produces larger performance shifts than topology, which should be evaluated jointly with specialization.

Ulugbek Shernazarov, Charitha Ruwansiri Weerakon Basnayake, Abdelkhaleq El Jarjini et al. · 0 citations
Jul 2026

PTEI: Integrating Personality Traits to Enhance Emotional Intelligence in Large Language Models

PTEI is proposed, a novel framework for integrating Personality Traits into Emotional Intelligence tasks using LLMs, where MBTI and OCEAN personality traits are first extracted directly from the given emotional scenarios and then utilized as contextual knowledge within personality-aware prompts, guiding LLMs to accurat...

A. Jafari, Praboda Rajapaksha, R. Farahbakhsh et al. · 0 citations

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