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The comprehensive experimental evaluation demonstrates that the proposed IRSP framework, comprising the SEIC and MDF modules, achieves state-of-the-art performance in both image retrieval and sentiment polarity analysis tasks. While these numerical outcomes (e.g., Acc@10 = 0.989, mAP@20 = 0.981) affirm the model’s technical superiority, a deeper interpretation reveals more profound implications regarding its cognitive, computational, and applied value.
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