Papers by Aarush Umap
Towards LLM Agents for Earth Observation (2026.findings-acl)
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Chia Hsiang Kao, Wenting Zhao, Cheryl Lam, Aarush Umap, Shreelekha Revankar, Samuel Speas, Snehal Bhagat, Rajeev Datta, Cheng Perng Phoo, Utkarsh Mall, Carl Vondrick, Kavita Bala, Bharath Hariharan
| Challenge: | specialized automated systems for specific earth observation tasks lack flexibility for general-purpose, customized queries. |
| Approach: | They propose a coding benchmark of 408 yes/no questions from NASA Earth Observatory articles . they analyze the impact of using JavaScript API versus Python and the effect of providing documentation . |
| Outcome: | The proposed frameworks reduce errors by 60%, but are only marginally above random chance. |