Software technology is undergoing a paradigm shift driven by two converging trends. First, the scope of software responsibility has expanded significantly: as “software-defined everything” becomes a reality, software has evolved into the integration core of sociocyber-physical systems (SCPSs). Second, the capabilities...
Assia Belbachir, M. Blake, Jin-Song Dong et al.· Science China Information Sc...· 0 citations
Fast matrix multiplication saves multiplications through exact cancellation, but rounding sums that mix token rows can leave contributions from later tokens in earlier language model outputs. This threatens prefix invariance, which multiple-choice likelihood scoring relies on: a scored likelihood must depend only on it...
Shu-Xiao Xie, Shu-Yang Xie, Yuan Cao et al.· 0 citations
Backward-state policy is argued that it is part of the learning algorithm, and that neither check shows whether it is right, and should be specified and checked use by use, not settled by copy accuracy and final loss.
Shu-Xiao Xie, Shu-Yang Xie, De-Zhi Ran et al.· 0 citations
Algorithm realization becomes an independent low-precision axis with a global $\Phi$ optimum and measured fp8 relevance: an independent low-precision axis with a global $\Phi$ optimum and measured fp8 relevance.
Shu-Xiao Xie, Shu-Yang Xie, Yuan Cao et al.· 1 citation
BackendForge is introduced, a benchmark of 56 contract-defined backend generation tasks rewritten from real open-source applications that suggests that current LLMs can implement many local API behaviors, but still struggle to produce complete backend services.
Yuzhe Guo, Mengzhou Wu, Yuan Cao et al.· arXiv.org· 0 citations
The results support intervention at the shared QK locus rather than separate repair at each fault source, and support intervention at the shared QK locus rather than separate repair at each fault source.
S. Xie, Shuyang Xie, Yuan Cao et al.· 0 citations
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