GroupTravelBench - Easy: leaderboard

Metric: Group Utility (GU, unnormalized points per user, unbounded and can be negative: +2 or +1 for each satisfied must or prefer item, -2 or -1 for each violated reject or avoid item, minus K-1 for each split into K subgroups, divided by the group size) on the 200 easy tasks (15 rounds), 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 June 2027. 9 models tracked.

Top models

#ModelScore
1Qwen 3.6 Max (Preview) (Thinking)8.54
2Qwen 3.5 Plus (Thinking)7.57
3GPT-5.1 (Non-reasoning)6.35
4Qwen 3.5 Flash (Thinking)6.2
5Qwen 3 4B Instruct5.22

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