TrackThenBind Study - Track Then Bind - Perception Test Cup65: leaderboard

TrackThenBind study:Track Then Bind frozen visual-language inference;Direct uses greedy2048newtokens for Instruct/Molmo and16384forThinking,TOC nativebudget;TrackThenBind uses SAM2.1-hiera-large with about11–19calls and a frozen development-chosen configuration,VET50videos/task,real PerceptionTest cups andTOC. TrackThenBind binds a visible object identity then carries it withtracker;this scaffold is separate from direct,thinking and external multi-tool agents. Cited closedmodel scores not re-ingested. Accuracy (%).

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Around January 2027. 2 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 VL 32B Instruct55.4#285
2Qwen 3 VL 8B Instruct52.3#418

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=trackthenbind-study-track-then-bind-perception-test-cup65 · How It Works · Data refreshed daily, snapshot 2026-10-24.