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LithoBench: Benchmarking Large Multimodal Models for Remote-Sensing Lithology Interpretation

LithoBench evaluates large multimodal models on remote-sensing lithology interpretation via expert-annotated multi-level tasks, revealing substantial limitations in geological reasoning.

jun wang, Fengpeng Li, Tianjin Huang, Hang Dong and 1 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 5/10
strict 2/5