Hongyu Zhang
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DeepGuard introduces a novel multi-layer semantic aggregation framework to enhance secure code generation by collecting vulnerability cues from multiple upper layers of LLMs, significantly improving security while maintaining functional correctness.
This paper introduces Semantic Reference Frames (SemRF), an anchor-based formalism for separating semantic measurement from residual dynamics in language model computation.
Papers
SemRF: A Semantic Reference Frame for Residual-Stream Dynamics in Language Models
This paper introduces Semantic Reference Frames (SemRF), an anchor-based formalism for separating semantic measurement from residual dynamics in language model computation.