AINeutralarXiv – CS AI · 6h ago6/10
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TravelEval: A Comprehensive Benchmarking Framework for Evaluating LLM-Powered Travel Planning Agents
Researchers introduce TravelEval, a comprehensive benchmarking framework for evaluating LLM-powered travel planning agents across six dimensions including accuracy, compliance, spatio-temporal reasoning, and budget optimization. Testing 12 mainstream approaches reveals that current LLMs struggle significantly with multi-dimensional planning and global optimization, despite agent-based reasoning strategies showing limited improvement.