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A striking task-dependent robustness gap reveals that while ASR thrives on direct audio retrieval, AQA falters due to bottlenecks in mediated information access.
Performance improvements in speech model fine-tuning are often an illusion, heavily reliant on the specific pretrained instance rather than true methodological advancements.