Unverified50% confidenceFactExact time
Error propagation is a typical problem in cascaded systems, where errors from preceding modules propagate to and are amplified in subsequent modules, whereas detecting code-switching directly from speech signals can fundamentally cut off this propagation chain.
1
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50%
Confidence
Long-term
Relevance
10/14/2026
First Seen
Sources
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Related Claims
UnverifiedThe output of speech recognition is a sequence, and errors in pseudo-labels accumulate across the entire output sequence, where a recognition deviation at one position may trigger a chain of misjudgments in subsequent tokens.71% similarUnverifiedUnder a noisy verifier, the source-first protocol may lose an unbounded factor in information and error.71% similarUnverified端到端模型改变的主要是架构，而许多失败模式（噪声、口音、语码转换）的根源在于数据分布而非架构70% similarUnverifiedIn Agentic systems, errors can occur at multiple levels including planning, tool invocation, and context management, and upstream errors are amplified along the chain.69% similarUnverifiedWhen the proto module undergoes non-backward-compatible field changes or interface adjustments, clusters mixing components of different versions may experience parsing errors or silent data corruption.66% similar
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