Bel Esprit: Multi-Agent Framework for Building AI Model Pipelines
Fuente:
arXiv
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| Autores principales: | , , , , |
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| Formato: | Preprint |
| Publicado: |
2024
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| Materias: | |
| Acceso en línea: | |
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| _version_ | 1866911004060811264 |
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| author | Kim, Yunsu Abdelaziz, AhmedElmogtaba Ferreira, Thiago Castro Al-Badrashiny, Mohamed Sawaf, Hassan |
| author_facet | Kim, Yunsu Abdelaziz, AhmedElmogtaba Ferreira, Thiago Castro Al-Badrashiny, Mohamed Sawaf, Hassan |
| contents | As the demand for artificial intelligence (AI) grows to address complex real-world tasks, single models are often insufficient, requiring the integration of multiple models into pipelines. This paper introduces Bel Esprit, a conversational agent designed to construct AI model pipelines based on user-defined requirements. Bel Esprit employs a multi-agent framework where subagents collaborate to clarify requirements, build, validate, and populate pipelines with appropriate models. We demonstrate the effectiveness of this framework in generating pipelines from ambiguous user queries, using both human-curated and synthetic data. A detailed error analysis highlights ongoing challenges in pipeline construction. Bel Esprit is available for a free trial at https://belesprit.aixplain.com. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2412_14684 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Bel Esprit: Multi-Agent Framework for Building AI Model Pipelines Kim, Yunsu Abdelaziz, AhmedElmogtaba Ferreira, Thiago Castro Al-Badrashiny, Mohamed Sawaf, Hassan Artificial Intelligence Human-Computer Interaction Multiagent Systems As the demand for artificial intelligence (AI) grows to address complex real-world tasks, single models are often insufficient, requiring the integration of multiple models into pipelines. This paper introduces Bel Esprit, a conversational agent designed to construct AI model pipelines based on user-defined requirements. Bel Esprit employs a multi-agent framework where subagents collaborate to clarify requirements, build, validate, and populate pipelines with appropriate models. We demonstrate the effectiveness of this framework in generating pipelines from ambiguous user queries, using both human-curated and synthetic data. A detailed error analysis highlights ongoing challenges in pipeline construction. Bel Esprit is available for a free trial at https://belesprit.aixplain.com. |
| title | Bel Esprit: Multi-Agent Framework for Building AI Model Pipelines |
| topic | Artificial Intelligence Human-Computer Interaction Multiagent Systems |
| url | https://arxiv.org/abs/2412.14684 |