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Normalizzazione testo italiano con lemmatizzazione (es. “reti edge” → “reti edge”)
NER Tecnico
Rilevamento entità come “cybersecurity”, “intelligenza artificiale”, “IoT”
Classificazione automatica con tag specifici per contesto tecnico
Dependency Parsing
Analisi sintattica per contesto (modificatori, complementi)
Identificazione ruolo semantico della parola chiave
Classificazione Semantica (BERT)
Classificazione intento e ambito (es. “tecnologia” vs “sicurezza”)
Mappatura precisa del significato contestuale
Thesaurus Dinamico
Aggiornamento continuo di sinonimi e relazioni
Arricchimento ontologico in tempo reale
Context-Aware Keyword Clustering e Coerenza Tematica
Il clustering semantico automatico raggruppa termini correlati per costruire una rete concettuale coerente. Ad esempio, i termini “edge computing”, “reti distribuite” e “latenza bassa” vengono raggruppati come varianti di un tema tecnico unificato, “architetture edge per IoT”. Questo processo migliora non solo la coerenza interna del contenuto, ma anche la rilevanza per ricerche semantiche avanzate.
Un esempio pratico: in un articolo su “cybersecurity per infrastrutture critiche”, il clustering identifica “firewall IoT”, “monitoraggio reti edge” e “risposta automatica agli incidenti” come nodi interconnessi, rafforzando la struttura tematica e la visibilità per query complesse.
