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Anita Rani

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Open access Jul 2026

Beyond The Surface: Characterizing Adversarial Boundaries in Synthetic Text Attribution Across Heterogeneous Domains

A hybrid detection framework which combines semantically deep embeddings from the RoBERTa transformer with a set of carefully designed language statistics and linguistic statistics and shows excellent resistance to the surface-level adversarial paraphrasing strategy.

Anita Rani, Suman · 0 citations