Unverified50% confidenceTradeoffExact time
Segmented continuation (video extrapolation) carries the risk of error accumulation: deviations at the end of the first segment will be treated as the correct state and continue to be amplified in subsequent segments.
1
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50%
Confidence
Long-term
Relevance
9/17/2026
First Seen
Sources
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Related Claims
UnverifiedMainstream text-to-video models exhibit an information decay effect when processing long text conditions, with tokens closer to the end of the sequence carrying lower influence weight in the final generated result.72% similarUnverifiedIncremental video upscaling faces the challenge of error accumulation, where small deviations introduced at each step may gradually amplify as the number of upscaling iterations increases.65% similar
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