Research · 28 October 2026
ResearchChronoReplay 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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