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RESEARCH27

DWTSumm: Discrete Wavelet Transform for Document Summarization

arXiv CS.CLΒ·April 24, 2026

This research proposes a Discrete Wavelet Transform (DWT)-based framework to enhance document summarization, particularly for long, domain-specific texts where LLMs struggle. The method creates compact representations that improve semantic similarity, grounding, and factual consistency compared to a GPT-4o baseline.

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