Chatting with your ERP: A Recipe
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arXiv
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| Main Authors: | , , , , |
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| Format: | Preprint |
| Published: |
2025
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| _version_ | 1866908473779814400 |
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| author | Gómez, Jorge Ruiz Susinos, Lidia Andrés Olivé, Jorge Alamo Osorno, Sonia Rey Hernández, Manuel Luis Gonzalez |
| author_facet | Gómez, Jorge Ruiz Susinos, Lidia Andrés Olivé, Jorge Alamo Osorno, Sonia Rey Hernández, Manuel Luis Gonzalez |
| contents | This paper presents the design, implementation, and evaluation behind a Large Language Model (LLM) agent that chats with an industrial production-grade ERP system. The agent is capable of interpreting natural language queries and translating them into executable SQL statements, leveraging open-weight LLMs. A novel dual-agent architecture combining reasoning and critique stages was proposed to improve query generation reliability. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2507_23429 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Chatting with your ERP: A Recipe Gómez, Jorge Ruiz Susinos, Lidia Andrés Olivé, Jorge Alamo Osorno, Sonia Rey Hernández, Manuel Luis Gonzalez Artificial Intelligence Databases Emerging Technologies Human-Computer Interaction Multiagent Systems 68T50, 68P20 I.2.7; H.2.5; H.2.8; H.5.m This paper presents the design, implementation, and evaluation behind a Large Language Model (LLM) agent that chats with an industrial production-grade ERP system. The agent is capable of interpreting natural language queries and translating them into executable SQL statements, leveraging open-weight LLMs. A novel dual-agent architecture combining reasoning and critique stages was proposed to improve query generation reliability. |
| title | Chatting with your ERP: A Recipe |
| topic | Artificial Intelligence Databases Emerging Technologies Human-Computer Interaction Multiagent Systems 68T50, 68P20 I.2.7; H.2.5; H.2.8; H.5.m |
| url | https://arxiv.org/abs/2507.23429 |