3 papers
cs.CL2026
Auditing Stance Asymmetry in Generative Explanations
Jiarui Han
Bias evaluation for language models has made substantial progress on bounded comparisons, such as overt derogation, stereotype association, or label-sensitive differences under con…
cs.CL2026
Boundary Suppression Asymmetry in Post-trained Assistants: Over-expansion as a Controllability Cost
Jiarui Han
Post-trained language-model assistants are often optimized to avoid under-answering, encouraging complete, helpful, cautious, and proactive responses. We ask whether this optimizat…
cs.CL2026
Retention Consequence in Lifecycle Memory Control
Jiarui Han
Persistent memory can fail after successful admission: a premise is written, then becomes a silent assumption, and later maintenance treats it as ordinary residue to be compressed,…