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Nicolò Monaldini

1 paper indexed

arxivcs.IRcs.AI2026-07-03

PORTS: Preference-Optimized Retrievers for Tool Selection with Large Language Models

Lorenzo Molfetta, Giacomo Frisoni, Nicolò Monaldini, Gianluca Moro

Integrating external tools with Large Language Models (LLMs) has emerged as a promising paradigm for accomplishing complex tasks. Since LLMs still struggle to effectively manage large tool collections, researchers have begun exploring retrieval-based methods to pre-select the mos…

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