TravelEval - Headcount Compliance: leaderboard

Metric: Headcount Compliance Sign (HCS): plans whose accommodation, transport and ticket supply cover every traveller (% 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 4.568.6
2DeepSeek V3.1 (Non-reasoning)64.64
3GPT-4o Mini (2024-07-18)58.72
4GPT-5 Chat56.89
5GPT-4o (2024-11-20)48.35
6Gemini 2.0 Flash46.59
7Qwen 3 8B37.18

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