{"total":26,"rows":[{"id":"2408.15769","title":"A Survey on Evaluation of Multimodal Large Language Models","created":"2024-08-28","cited_by_count":46,"area":"lr"},{"id":"2411.18145","title":"CHOICE: Benchmarking the Remote Sensing Capabilities of Large Vision-Language Models","created":"2024-11-27","cited_by_count":22,"area":"lr"},{"id":"2506.23219","title":"UrbanLLaVA: A Multi-modal Large Language Model for Urban Intelligence with Spatial Reasoning and Understanding","created":"2025-06-29","cited_by_count":15,"area":"lr"},{"id":"2509.25026","title":"GeoVLM-R1: Reinforcement Fine-Tuning for Improved Remote Sensing Reasoning","created":"2025-09-29","cited_by_count":15,"area":"lr"},{"id":"2511.22645","title":"GeoZero: Incentivizing Reasoning from Scratch on Geospatial Scenes","created":"2025-11-27","cited_by_count":14,"area":"lr"},{"id":"2504.12795","title":"EarthGPT-X: A Spatial MLLM for Multi-level Multi-Source Remote Sensing Imagery Understanding with Visual Prompting","created":"2025-04-17","cited_by_count":11,"area":"lr"},{"id":"2601.04118","title":"GeoReason: Aligning Thinking And Answering In Remote Sensing Vision-Language Models Via Logical Consistency Reinforcement Learning","created":"2026-01-07","cited_by_count":10,"area":"lr"},{"id":"2505.07984","title":"SAMChat: Introducing Chain of Thought Reasoning and GRPO to a Multimodal Small Language Model for Small Scale Remote Sensing","created":"2025-05-12","cited_by_count":6,"area":"lr"},{"id":"2602.07045","title":"VLRS-Bench: A Vision-Language Reasoning Benchmark for Remote Sensing","created":"2026-02-04","cited_by_count":6,"area":"lr"},{"id":"2511.20085","title":"VICoT-Agent: A Vision-Interleaved Chain-of-Thought Framework for Interpretable Multimodal Reasoning and Scalable Remote Sensing Analysis","created":"2025-11-25","cited_by_count":4,"area":"lr"},{"id":"2602.14225","title":"Text Before Vision: Staged Knowledge Injection Matters for Agentic RLVR in Ultra-High-Resolution Remote Sensing Understanding","created":"2026-02-15","cited_by_count":4,"area":"lr"},{"id":"2606.10819","title":"Earth-OneVision: Extending Remote Sensing Multimodal Large Language Models to More Sensor Modalities and Tasks","created":"2026-06-09","cited_by_count":4,"area":"lr"},{"id":"2506.23352","title":"GeoProg3D: Compositional Visual Reasoning for City-Scale 3D Language Fields","created":"2025-06-29","cited_by_count":3,"area":"lr"},{"id":"2507.21745","title":"Few-Shot Vision-Language Reasoning for Satellite Imagery via Verifiable Rewards","created":"2025-07-29","cited_by_count":3,"area":"lr"},{"id":"2603.09471","title":"OmniEarth: A Benchmark for Evaluating Vision-Language Models in Geospatial Tasks","created":"2026-03-10","cited_by_count":3,"area":"lr"},{"id":"2607.10120","title":"WeaveEarth: Structured Evidence Construction and Reasoning for Training-Free UHR Remote Sensing Understanding","created":"2026-07-11","cited_by_count":2,"area":"lr"},{"id":"2509.10059","title":"Multimodal Mathematical Reasoning Embedded in Aerial Vehicle Imagery: Benchmarking, Analysis, and Exploration","created":"2025-09-12","cited_by_count":1,"area":"lr"},{"id":"2511.16853","title":"Towards Unified Vision Language Models for Forest Ecological Analysis in Earth Observation","created":"2025-11-20","cited_by_count":1,"area":"lr"},{"id":"2512.07276","title":"Geo3DVQA: Evaluating Vision-Language Models for 3D Geospatial Reasoning from Aerial Imagery","created":"2025-12-08","cited_by_count":1,"area":"lr"},{"id":"2605.20006","title":"GeoX: Mastering Geospatial Reasoning Through Self-Play and Verifiable Rewards","created":"2026-05-19","cited_by_count":1,"area":"lr"},{"id":"2509.16343","title":"Visual Reasoning Agent: Robust Vision Systems in Remote Sensing via Inference-Time Scaling","created":"2025-09-19","cited_by_count":0,"area":"lr"},{"id":"2512.11680","title":"Cross-modal Context-aware Learning for Visual Prompt Guided Multimodal Image Understanding in Remote Sensing","created":"2025-12-12","cited_by_count":0,"area":"lr"},{"id":"2605.27590","title":"ForestHG-Trace: Traceable Long-Horizon Ecological Reasoning over Large-Scale Forest Scenes","created":"2026-05-26","cited_by_count":0,"area":"lr"},{"id":"2609.32813","title":"USAI-Quant: A Quantitative Reasoning Benchmark for Vision-Language Models in Built Environments","created":"2026-09-26","cited_by_count":0,"area":"lr"},{"id":"2610.18369","title":"Hallucination-aware Faithful Reasoning in Remote Sensing","created":"2026-10-13","cited_by_count":0,"area":"lr"},{"id":"2610.18388","title":"ReDiS: Reasoning-Diagnosis Self-Evolution for Multimodal Reasoning in Remote Sensing","created":"2026-10-13","cited_by_count":0,"area":"lr"}],"next_cursor":null}