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TwinKV is introduced, a training-free, attention-free redundancy signal that detects whether a token's key has a near-duplicate elsewhere in context, challenging the premise behind dominant eviction methods.
SemTrace is introduced, a source-grounded semantic watermark for detecting whether a generated review was influenced by a known protected manuscript copy, and targets model-agnostic, assigned-copy exposure detection while keeping the watermark semantically tied to the source document.
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