Conversational agents have the potential to streamline tasks, provide support, and enhance user experience across various domains including Virtual Research Environments (VREs). The recent progress in conversational artificial intelligence and large language models (LLMs) offers novel strategies for the development of these agents. Janet is an attempt to develop an agent that, by leveraging the resources within the VRE, can engage in natural language conversations with VRE users to help them manage their daily activities, find relevant information, and use what the specific environment offers. It is developed following the Retrieval-Augmented Generation paradigm, a technique that reduces the effect of one of the limitations affecting LLMs; namely, hallucination. This paper highlights the lessons learned during the development of Janet.

Introducing Janet: early findings on a conversational agent for virtual research environments

Candela L.
2024

Abstract

Conversational agents have the potential to streamline tasks, provide support, and enhance user experience across various domains including Virtual Research Environments (VREs). The recent progress in conversational artificial intelligence and large language models (LLMs) offers novel strategies for the development of these agents. Janet is an attempt to develop an agent that, by leveraging the resources within the VRE, can engage in natural language conversations with VRE users to help them manage their daily activities, find relevant information, and use what the specific environment offers. It is developed following the Retrieval-Augmented Generation paradigm, a technique that reduces the effect of one of the limitations affecting LLMs; namely, hallucination. This paper highlights the lessons learned during the development of Janet.
2024
Istituto di Scienza e Tecnologie dell'Informazione "Alessandro Faedo" - ISTI
Conversational agents, Natural Language Processing, Large Language Models, Retrieval-Augmented Generation, Virtual Research Environment
File in questo prodotto:
File Dimensione Formato  
IWSG2024_paper_4.pdf

accesso aperto

Descrizione: Introducing Janet: Early Findings on a Conversational Agent for Virtual Research Environments
Tipologia: Versione Editoriale (PDF)
Licenza: Altro tipo di licenza
Dimensione 479.62 kB
Formato Adobe PDF
479.62 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/503302
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact