LifePlanner: Evaluating LLM Agents for Geo-spatial Planning with Social Media Data
cs.AI
Submitted: 2026-08-25
Updated: 2026-08-25
Terminology
Sources
- Retrieval-Augmented Generation for Large Language Models: A Survey
- GLM-5: from Vibe Coding to Agentic Engineering
- SpatialLLM: From Multi-modality Data to Urban Spatial Intelligence
- Beyond Itinerary Planning-A Real-World Benchmark for Multi-Turn and Tool-Using Travel Tasks
- USTBench: Benchmarking and Dissecting Spatiotemporal Reasoning of LLMs as Urban Agents
- LocalGPT: Benchmarking and Advancing Large Language Models for Local Life Services in Meituan
- Urban-R1: Reinforced MLLMs Mitigate Geospatial Biases for Urban General Intelligence
- TALM: Tool Augmented Language Models
- COMPASS: Benchmarking Constrained Optimization in LLM Agents
- Spatial-RAG: Spatial Retrieval Augmented Generation for Real-World Geospatial Reasoning Questions
- TripScore: Aligning LLMs for Real-World Travel Planning via Expert-Calibrated Reward
- DeepPlanning: Benchmarking Long-Horizon Agentic Planning with Verifiable Constraints
- ChinaTravel: An Open-Ended Travel Planning Benchmark with Compositional Constraint Validation for Language Agents
- Constraint-Aware Route Recommendation from Natural Language via Hierarchical LLM Agents
- MobilityBench: A Benchmark for Evaluating Route-Planning Agents in Real-World Mobility Scenarios
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