Author

Jia Chen

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#small language model Open access Oct 2026

A Region, Not a List: A Pre-Registered Bilingual Induction-Circuit Probe Across Three Scales

Mechanistic interpretability has mapped the induction circuit –- the attention head that copies a token it has seen in context –- almost exclusively in English models, and a circuit localized in one small carrier is routinely read as if it described the family. This paper does both tests at once. We report a pre-regist...

Siyuan Zhang, Jia Chen, Ni Zhang · Zenodo (CERN European Organi... · 0 citations

#small language model Open access Oct 2026

Feasible by Construction: Constrained Rule Search Yields Robust, Readable Offloading Policies Where a Learned Baseline Violates Hard Constraints –- and LLM Structure Proposals Add No Reliable Gain

Large language models are increasingly proposed as proposers of deployable decision rules, and vehicular edge (VEC) offloading is a natural target: a rule maps normalized task features to the fraction of a task's compute offloaded to an edge node, under four hard properties (safety isolation, per-task deadline, per-tas...

Siyuan Zhang, Jia Chen, Ni Zhang · Zenodo (CERN European Organi... · 0 citations