Driving View Evidence QA - Oracle Multiple Choice: leaderboard
Metric: Oracle multiple-choice accuracy (%): answer given only the golden camera view, exact option match, on the answerable questions of 122 conflict-centric questions over six synchronized nuScenes camera views from 73 scenes (causality, counterfactual and intent), zero-shot, deterministic decoding; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 86.9 |
| 2 | Qwen 2.5 VL 7B Instruct | 78.7 |
Interactive version: theaggregate.ai/benchmark?slug=driving-view-evidence-qa-oracle-multiple-choice · How It Works · Data refreshed daily, snapshot 2026-09-29.