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ProMediConv is introduced, a novel benchmarking framework that models mediation as a proactive, multi-stage, and party-aware dialogue process incorporating 11 mediation strategies and four party behavior pattern (BP) states and proposes MAD (Mean Attribute Difference), a fine-grained metric that captures BP shifts thro...
This work proposes PRISM (Persona Reasoning with Inverse SFL-based Modeling), a psycholinguistically grounded framework that reformulates persona fidelity evaluation as a structured inverse inference task, providing a more reliable framework for persona fidelity evaluation.
LLM-based coding agents have significantly advanced automated software issue resolution, yet they remain highly prone to factual errors caused by insufficient repository understanding. Recent methods attempt to mitigate this limitation through pre-repair repository exploration; however, their fix-driven strategies expl...
This paper studies a compact harness design by following a single request through context formation, model decision, environmental action, observation return, and state continuation, showing the harness's core role: turning model generations into environmental actions, carrying runtime feedback into later decisions, an...
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