A narrower deterministic construction in which each output-danger signature is the conjunction of two lexical predicates, and before releasing each chunk, the guard scans the accumulated prefix and withholds the first chunk that makes both predicates observable.
This work studies a production policy in which each ordered family is the conjunction of two regular-language predicates, and shows that the resulting monitor is release-boundary equivalent to an absorbing cumulative oracle for every policy in the declared grammar.
A paired-history audit and label-equivariant repair support a scoped evaluation methodology and reproducible failure analysis and general superiority of the repaired algorithm, not general superiority of the repaired algorithm.
A second, semantic draft source is proposed: the same pool, re-keyed by the hidden state the verifier has already computed at each committed token, together with a merge that lets it ride inside an existing lexical drafter's tree.
Tao Jin, P. Nguyen, Zhenzhu Yan et al.· 0 citations
The guarantee to equality after deleting a declared discarded set is weakened, and a second condition, sound and more permissive, is given, which turns delimiter-based parallel lexing from a language-specific assumption into a property a compiler checks.
Capable open-weight models make local coding and reasoning attractive, but their context and execution state strain laptop memory. We present JustFit, an MLX-based inference runtime that combines KVExec for compressed KV execution, PhaseSwap for component residency, and StateTrans for state-preserving serving transitio...
A bounded IHEval comparison uses the same SmolLM2 checkpoint and output budget while preserving its published instruction roles and scorer, and the benchmark measures conditional task and output-contract success.
Kai-Nan Zhou, Zhao-Yi Li, Janet Sung et al.· 0 citations
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