VideoFDB - Perception - TOR-Alignment: leaderboard

Metric: TOR-Alignment (%; share of the timing-relevant held-out perception test clips on which the agent's floor-taking matches the expected timing class: stay silent, keep speaking, yield within 1.5 s, take a smooth handoff or produce a backchannel; measured deterministically from word-level timestamps of the agent's audio, streamed through a realtime harness with both the video and the audio stream on; the median latency printed in the same cell is not read). Source: arxiv.org. Saturation forecast: Around December 2026. 7 models tracked.

Top models

#ModelScore
1MiniCPM-o-4.573

Interactive version: theaggregate.ai/benchmark?slug=videofdb-perception-tor-alignment · How It Works · Data refreshed daily, snapshot 2026-09-29.