Research · 28 October 2026
Research

ChronoReplay introduced to combat interface lock‑in in spatial VLMs

ChronoReplay addresses interface lock‑in by replaying heterogeneous data during post‑training, improving transfer across multiple answer interfaces. The paper notes that training a spatial VLM for categorical side judgments does not enforce metric displacement, leading to specialization when only one readout is emphasized.

Why it matters

ChronoReplay shows that improving one spatial VLM interface can degrade others; prioritize multi‑interface evaluation before releasing new spatial features.

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