Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work
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arXiv
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| Main Authors: | , , , , , |
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| Format: | Preprint |
| Published: |
2025
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| _version_ | 1866909698023751680 |
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| author | Abilov, Anton Zhang, Ke Lamba, Hemank Olson, Elizabeth M. Tetreault, Joel R. Jaimes, Alejandro |
| author_facet | Abilov, Anton Zhang, Ke Lamba, Hemank Olson, Elizabeth M. Tetreault, Joel R. Jaimes, Alejandro |
| contents | Publications in the AI for Good space have tended to focus on the research and model development that can support high-impact applications. However, very few AI for Good papers discuss the process of deploying and collaborating with the partner organization, and the resulting real-world impact. In this work, we share details about the close collaboration with a humanitarian-to-humanitarian (H2H) organization and how to not only deploy the AI model in a resource-constrained environment, but also how to maintain it for continuous performance updates, and share key takeaways for practitioners. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2507_15823 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work Abilov, Anton Zhang, Ke Lamba, Hemank Olson, Elizabeth M. Tetreault, Joel R. Jaimes, Alejandro Computation and Language Artificial Intelligence Social and Information Networks Publications in the AI for Good space have tended to focus on the research and model development that can support high-impact applications. However, very few AI for Good papers discuss the process of deploying and collaborating with the partner organization, and the resulting real-world impact. In this work, we share details about the close collaboration with a humanitarian-to-humanitarian (H2H) organization and how to not only deploy the AI model in a resource-constrained environment, but also how to maintain it for continuous performance updates, and share key takeaways for practitioners. |
| title | Operationalizing AI for Good: Spotlight on Deployment and Integration of AI Models in Humanitarian Work |
| topic | Computation and Language Artificial Intelligence Social and Information Networks |
| url | https://arxiv.org/abs/2507.15823 |