Visualization-oriented Natural Language Interfaces for Grafana Dashboard

Bo Yao Tong, Ted T. Kuo, Chia Yu Lin

研究成果: 書貢獻/報告類型會議論文篇章同行評審

摘要

Real-time monitoring of individual node statuses is crucial in distributed systems to promptly identify and address anomalies and enable effective system management. Due to the less intuitive nature of traditional form-based methods for adding charts, there is a growing trend towards integrating large language models (LLMs) into visualization-oriented natural language interfaces (V-NLIs) to automate the entire front-end monitoring process. Although LLMs have advanced significantly, they still exhibit weaker capabilities in code generation, particularly when visualization platforms need LLMs to generate some specialized JSON formats for updating dashboards. To improve the code generation capability of general-purpose LLMs, we propose a system that allows users to create charts using arbitrary natural language. Additionally, concerning the limitations of LLMs in code generation, we aim to leverage the LangChain agent to develop a custom toolkit. The LangChain agent will enable language models to focus on text comprehension while our tool will handle code generation.

原文???core.languages.en_GB???
主出版物標題11th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2024
發行者Institute of Electrical and Electronics Engineers Inc.
頁面465-466
頁數2
ISBN(電子)9798350386844
DOIs
出版狀態已出版 - 2024
事件11th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2024 - Taichung, Taiwan
持續時間: 9 7月 202411 7月 2024

出版系列

名字11th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2024

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???event.eventtypes.event.conference???11th IEEE International Conference on Consumer Electronics - Taiwan, ICCE-Taiwan 2024
國家/地區Taiwan
城市Taichung
期間9/07/2411/07/24

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