[KongchangAI]
Concepttemporal generation gap

Temporal Generation Gap

The phenomenon whereby the time intervals indicated by a VLM's internal attention mechanism are more accurate than the timestamps in its final output, indicating that the model loses precision when converting internal representations into concrete timestamps.

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Oct 20

In about 66% of valid samples, the time interval indicated by the VLM's internal attention mechanism is more accurate than the timestamp output by the model's final prediction.

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Oct 20

The research team analyzed the temporal generation gap phenomenon on four VLMs and two grounding datasets.

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