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Current coding agents falter in preserving content integrity while reconstructing UI regions, revealing critical gaps in their iterative coding capabilities.
Zero-shot adaptation can reduce word error rates by over 0.6% while achieving nearly 10 times faster real-time processing for elderly speech recognition.
Speaker adaptive training combined with confidence-guided pseudo-labeling leads to substantial gains in elderly speech recognition accuracy, outperforming conventional methods.