Can LLM Agents Respond to Disasters? Benchmarking Heterogeneous Geospatial Reasoning in Emergency Operations
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Junjue, Xuan, Weihao, Qi, Heli, Dai, Pengyu, Liu, Kunyi, Chen, Hongruixuan, Zheng, Zhuo, Xia, Junshi, Ermon, Stefano, Yokoya, Naoto |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
DisasterM3: A Remote Sensing Vision-Language Dataset for Disaster Damage Assessment and Response
by: Wang, Junjue, et al.
Published: (2025)
by: Wang, Junjue, et al.
Published: (2025)
DynamicVL: Benchmarking Multimodal Large Language Models for Dynamic City Understanding
by: Xuan, Weihao, et al.
Published: (2025)
by: Xuan, Weihao, et al.
Published: (2025)
Geo3DVQA: Evaluating Vision-Language Models for 3D Geospatial Reasoning from Aerial Imagery
by: Tsujimoto, Mai, et al.
Published: (2025)
by: Tsujimoto, Mai, et al.
Published: (2025)
SynRS3D: A Synthetic Dataset for Global 3D Semantic Understanding from Monocular Remote Sensing Imagery
by: Song, Jian, et al.
Published: (2024)
by: Song, Jian, et al.
Published: (2024)
Experience-Driven Multi-Agent Systems Are Training-free Context-aware Earth Observers
by: Dai, Pengyu, et al.
Published: (2026)
by: Dai, Pengyu, et al.
Published: (2026)
Seeing is Believing, but How Much? A Comprehensive Analysis of Verbalized Calibration in Vision-Language Models
by: Xuan, Weihao, et al.
Published: (2025)
by: Xuan, Weihao, et al.
Published: (2025)
The Confidence Dichotomy: Analyzing and Mitigating Miscalibration in Tool-Use Agents
by: Xuan, Weihao, et al.
Published: (2026)
by: Xuan, Weihao, et al.
Published: (2026)
MM-OVSeg:Multimodal Optical-SAR Fusion for Open-Vocabulary Segmentation in Remote Sensing
by: Wei, Yimin, et al.
Published: (2026)
by: Wei, Yimin, et al.
Published: (2026)
ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model
by: Chen, Hongruixuan, et al.
Published: (2024)
by: Chen, Hongruixuan, et al.
Published: (2024)
Generalized Few-Shot Semantic Segmentation in Remote Sensing: Challenge and Benchmark
by: Broni-Bediako, Clifford, et al.
Published: (2024)
by: Broni-Bediako, Clifford, et al.
Published: (2024)
OpenEarthMap-SAR: A Benchmark Synthetic Aperture Radar Dataset for Global High-Resolution Land Cover Mapping
by: Xia, Junshi, et al.
Published: (2025)
by: Xia, Junshi, et al.
Published: (2025)
SARLANG-1M: A Benchmark for Vision-Language Modeling in SAR Image Understanding
by: Wei, Yimin, et al.
Published: (2025)
by: Wei, Yimin, et al.
Published: (2025)
BRIGHT: A globally distributed multimodal building damage assessment dataset with very-high-resolution for all-weather disaster response
by: Chen, Hongruixuan, et al.
Published: (2025)
by: Chen, Hongruixuan, et al.
Published: (2025)
ObjFormer: Learning Land-Cover Changes From Paired OSM Data and Optical High-Resolution Imagery via Object-Guided Transformer
by: Chen, Hongruixuan, et al.
Published: (2023)
by: Chen, Hongruixuan, et al.
Published: (2023)
Direction-aware 3D Large Multimodal Models
by: Liu, Quan, et al.
Published: (2026)
by: Liu, Quan, et al.
Published: (2026)
Unsupervised Domain Adaptation Architecture Search with Self-Training for Land Cover Mapping
by: Broni-Bediako, Clifford, et al.
Published: (2024)
by: Broni-Bediako, Clifford, et al.
Published: (2024)
EarthVL: A Progressive Earth Vision-Language Understanding and Generation Framework
by: Wang, Junjue, et al.
Published: (2026)
by: Wang, Junjue, et al.
Published: (2026)
Change Detection Between Optical Remote Sensing Imagery and Map Data via Segment Anything Model (SAM)
by: Chen, Hongruixuan, et al.
Published: (2024)
by: Chen, Hongruixuan, et al.
Published: (2024)
Enhancing Monocular Height Estimation via Sparse LiDAR-Guided Correction
by: Song, Jian, et al.
Published: (2025)
by: Song, Jian, et al.
Published: (2025)
Foundation Models for Remote Sensing and Earth Observation: A Survey
by: Xiao, Aoran, et al.
Published: (2024)
by: Xiao, Aoran, et al.
Published: (2024)
Segment Anything with Multiple Modalities
by: Xiao, Aoran, et al.
Published: (2024)
by: Xiao, Aoran, et al.
Published: (2024)
Mean-Field Games with common Poissonian noise: a Maximum Principle approach
by: Hernández-Hernández, Daniel, et al.
Published: (2024)
by: Hernández-Hernández, Daniel, et al.
Published: (2024)
Is Pre-training Applicable to the Decoder for Dense Prediction?
by: Ning, Chao, et al.
Published: (2025)
by: Ning, Chao, et al.
Published: (2025)
Code-Switching Information Retrieval: Benchmarks, Analysis, and the Limits of Current Retrievers
by: Zeng, Qingcheng, et al.
Published: (2026)
by: Zeng, Qingcheng, et al.
Published: (2026)
Density of the boundary regular set of 2d area minimizing currents with arbitrary codimension and multiplicity
by: Nardulli, Stefano, et al.
Published: (2022)
by: Nardulli, Stefano, et al.
Published: (2022)
On the Identification and Optimization of Nonsmooth Superposition Operators in Semilinear Elliptic PDEs
by: Christof, Constantin, et al.
Published: (2023)
by: Christof, Constantin, et al.
Published: (2023)
Interior regularity of area minimizing currents within a $C^{2,α}$-submanifold
by: Nardulli, Stefano, et al.
Published: (2024)
by: Nardulli, Stefano, et al.
Published: (2024)
Emergency Management Science and Technology
Published: (2023)
Published: (2023)
On Characterizations of $σ$-Quasiconvexity
by: Bao, Nguyen Xuan Duy, et al.
Published: (2025)
by: Bao, Nguyen Xuan Duy, et al.
Published: (2025)
The Duality Theory of Fractional Calculus and a New Fractional Calculus of Variations Involving Left Operators Only
by: Torres, Delfim F. M.
Published: (2024)
by: Torres, Delfim F. M.
Published: (2024)
Chemical composition of bottom sediments from the Kara Sea and estuaries of the Ob and Enisey Rivers
by: Gurvich, Evgeny G, et al.
Published: (1995)
by: Gurvich, Evgeny G, et al.
Published: (1995)
Simultaneous Optimization of Launch Vehicle Stage and Trajectory Considering Operational Safety Constraints
by: Ko, Jaeyoul, et al.
Published: (2023)
by: Ko, Jaeyoul, et al.
Published: (2023)
Nonlocal Phase Transitions with Singular Heterogeneous Kernels
by: Caldwell, Wes
Published: (2024)
by: Caldwell, Wes
Published: (2024)
On De Giorgi's Conjecture of Nonlocal approximations for free-discontinuity problems: The symmetric gradient case
by: Almi, Stefano, et al.
Published: (2024)
by: Almi, Stefano, et al.
Published: (2024)
Optimal control for a nonlinear stochastic PDE model of cancer growth
by: Esmaili, Sakine, et al.
Published: (2023)
by: Esmaili, Sakine, et al.
Published: (2023)
GeoEvolve: Automating Geospatial Model Discovery via Multi-Agent Large Language Models
by: Luo, Peng, et al.
Published: (2025)
by: Luo, Peng, et al.
Published: (2025)
A zero-sum differential game for two opponent masses
by: Bagagiolo, Fabio, et al.
Published: (2024)
by: Bagagiolo, Fabio, et al.
Published: (2024)
Mean-Field Control Barrier Functions: A Framework for Real-Time Swarm Control
by: Fung, Samy Wu, et al.
Published: (2024)
by: Fung, Samy Wu, et al.
Published: (2024)
Concentrations of labile dissolved forms of Cu, Zn, Pb, and Cu in waters of the Kara Sea and Ob and Yenisey estuaries
by: Kravtsov, Victor A, et al.
Published: (1995)
by: Kravtsov, Victor A, et al.
Published: (1995)
GeoResponder: Towards Building Geospatial LLMs for Time-Critical Disaster Response
by: Zguir, Ahmed El Fekih, et al.
Published: (2025)
by: Zguir, Ahmed El Fekih, et al.
Published: (2025)
Similar Items
-
DisasterM3: A Remote Sensing Vision-Language Dataset for Disaster Damage Assessment and Response
by: Wang, Junjue, et al.
Published: (2025) -
DynamicVL: Benchmarking Multimodal Large Language Models for Dynamic City Understanding
by: Xuan, Weihao, et al.
Published: (2025) -
Geo3DVQA: Evaluating Vision-Language Models for 3D Geospatial Reasoning from Aerial Imagery
by: Tsujimoto, Mai, et al.
Published: (2025) -
SynRS3D: A Synthetic Dataset for Global 3D Semantic Understanding from Monocular Remote Sensing Imagery
by: Song, Jian, et al.
Published: (2024) -
Experience-Driven Multi-Agent Systems Are Training-free Context-aware Earth Observers
by: Dai, Pengyu, et al.
Published: (2026)