CrashSight - Temporal Sequence: leaderboard

Metric: Accuracy (%) on temporal-sequence questions (event order and phase identification, unanswerable from one frame), four-option multiple-choice VQA on held-out roadside-camera crash videos of CrashSight-VQA (4 frames at 1 fps, zero-shot, deterministic decoding, exact letter match); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 6 models tracked.

Top models

#ModelScore
1InternVL3-8B85.7
2Qwen 2.5 VL 7B Instruct66.7

Interactive version: theaggregate.ai/benchmark?slug=crashsight-temporal-sequence · How It Works · Data refreshed daily, snapshot 2026-10-07.