#travel planning
topictravel planning
2 papers · 1 filter
cs.CL2026
TREK: A Travel Reasoning and Evaluation Kit for LLM Agents in Complex Trip Planning
Jinhu Qi, Wentao Zhang, Siu Man Ng +4
The paper introduces TREK, a benchmark and deterministic evaluation kit for testing large language model agents on complex travel itinerary planning, requiring joint satisfaction o…
cs.AI2026
DeepTravel: An End-to-End Agentic Reinforcement Learning Framework for Autonomous Travel Planning Agents
Yansong Ning, Rui Liu, Jun Wang +6
The paper introduces DeepTravel, an end‑to‑end reinforcement‑learning framework that trains autonomous travel‑planning agents to plan itineraries, invoke external tools, and self‑c…