V2X-QA - Ego Prediction: leaderboard

Metric: Accuracy (%) on the vehicle-side Ego Prediction task (VS4); four-option multiple-choice questions on the expert-verified test split, answered as a single option letter under the paper's unified prompt; higher is better. Source: arxiv.org. Saturation forecast: Around 2030. 10 models tracked.

Top models

#ModelScore
1Qwen 3.5 Plus58.9
2Gemini 2.5 Pro46.8
3GPT-5 Mini44.5
4Qwen 3 VL 30B A3B Instruct43.4
5GPT-5.243
6Qwen 2.5 VL 72B Instruct41.9
7Gemini 3 Flash (Preview)38.9

Interactive version: theaggregate.ai/benchmark?slug=v2x-qa-ego-prediction · How It Works · Data refreshed daily, snapshot 2026-10-07.