Trip+ - Intent Preservation: leaderboard
Metric: Intent preservation (0-100), a rate scaled by 100: whether earlier constraints, preferences and environment conditions that remain active are still satisfied, averaged over all turns, on multi-turn personalized travel planning with traveler profiles, request changes and environment disruptions, the same OpenAI-compatible function-calling scaffold over a fixed travel sandbox for every model, temperature 0 where supported; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 18 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 76.97 |
| 2 | Hy3-preview | 76.4 |
| 3 | Gemma 4 31B | 74.9 |
| 4 | GLM-5.1 | 73.01 |
| 5 | DeepSeek V4 Pro | 71.39 |
| 6 | Seed 2.0 Pro | 68.14 |
| 7 | Kimi K2.6 | 68.11 |
| 8 | Gemini 3 Flash (Preview) | 65.32 |
| 9 | Qwen 3.5 27B (Non-reasoning) | 62.18 |
| 10 | Gemma 4 26B A4B | 55.94 |
| 11 | DeepSeek V3.2 | 55.66 |
| 12 | GPT-5.4 | 54.89 |
| 13 | MiniMax-M2.7 | 49.21 |
| 14 | GPT-5.4 Mini | 42.21 |
| 15 | Qwen 3.6 27B (Non-reasoning) | 37.56 |
Interactive version: theaggregate.ai/benchmark?slug=trip-plus-intent-preservation · How It Works · Data refreshed daily, snapshot 2026-09-29.