TravelEval - Accommodation Preference: leaderboard

Metric: Preference Achievement Sign for accommodation type (PAS-A): plans booking the requested accommodation type (% of plans); Direct prompting (one pass, no tools), plans simulated in the TravelEval sandbox of 10 Chinese cities (real rail, flight, hotel and attraction data, queuing-time model, road-network distances) over 1,150 queries; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 7 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.556.99
2DeepSeek V3.1 (Non-reasoning)52.77
3Gemini 2.0 Flash52.69
4GPT-4o (2024-11-20)51.13
5GPT-5 Chat50.18
6Qwen 3 8B48.7
7GPT-4o Mini (2024-07-18)11.69

Interactive version: theaggregate.ai/benchmark?slug=traveleval-accommodation-preference · How It Works · Data refreshed daily, snapshot 2026-09-29.