Spoken interaction is moving from alternating turns to full-duplex conversation, where an agent listens while speaking. Learning this coordination requires natural dialogue with persistent speaker-resolved tracks, a data requirement that remains difficult to satisfy at scale. Generative recovery offers a route from ord...
Chen Yuxuan, Xiao Yang, Jack Sun et al.· 0 citations
A single late-layer residual-stream direction is identified: a single late-layer residual-stream direction, the initiative vector, extracted from the model's own conversations without training or annotation, which transfers a speaker's turn-taking style to the model.
Chen Yuxuan, Xiao Yang, Jack Sun et al.· 0 citations
Results show that resume-screening evaluations should assess not only whether a system identifies stronger candidates, but also whether those decisions remain stable when the same competence evidence is presented differently, and whether those decisions remain stable when the same competence evidence is presented diffe...
De-identified r\'esum\'e screening assumes that redacting explicit fields prevents ethnocultural inference; however, recent audits attribute residual leakage to declared languages. We investigate whether eliminating language fields resolves this leakage across nine open-weight models and 620 counterfactual r\'esum\'es....
DecoEvo (Decoupled Co-Evolution), which co-evolves a solver skill and a rubric-generator skill under decoupled objectives without using gold rubrics during optimization, is introduced.
Jiangwang Chen, Zixin Song, Junlin Liu et al.· arXiv.org· 3 citations
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