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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Muhammad Yaseen

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Open access Oct 2026

Hybrid semantic-lexical framework for ambiguity detection in software requirements using TF-IDF, character n-grams, and SBERT

Ambiguity in software requirements is a major cause of misinterpretation, design defects, rework, and project delays in software engineering. This study proposes a hybrid semantic–lexical ambiguity detection framework that integrates lexical, structural, and contextual representations for identifying ambiguous software...

F. Khalid, Muhammad Yaseen, M. A. Sattar et al. · 0 citations

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