GroupTravelBench - Plan Validity: leaderboard

Metric: Plan Validity (%): share of final itineraries that pass all nine deterministic feasibility checks (transport, lodging, scheduling, cost), over all 650 tasks, on GroupTravelBench, multi-user multi-turn group travel planning in a group-chat sandbox with 10 cached travel tools (DeepSeek-V4-Flash user simulator at temperature 0, agent temperature 0.7, mean of 3 trials per task); GPT-5.1 in instruct mode, the other models with reasoning enabled; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 9 models tracked.

Top models

#ModelScore
1Qwen 3.5 Plus (Thinking)12
2Qwen 3.6 Max (Preview) (Thinking)7
3GPT-5.1 (Non-reasoning)1
4Qwen 3 4B Instruct1
5Qwen 3.5 Flash (Thinking)1

Interactive version: theaggregate.ai/benchmark?slug=grouptravelbench-plan-validity · How It Works · Data refreshed daily, snapshot 2026-10-07.