DuplexGen：自适应合成人机轮转对话

AI 摘要

DuplexGen 是一个用于生成具有场景自适应轮转对话的框架，通过校准 LLM 预测与少量槽级人类偏好注释，在六个合作和竞争任务中，其生成的对话比未校准的提示或仅基于通用人类数据训练的方法更符合人类偏好。训练的全双工模型展现出独特且受人类偏好的轮转行为，表明人类校准是使轮转合成具有场景特异性的关键。

正文节选

DuplexGen: Adaptive Synthesis of Human-AI Turn-Taking Dialogues Abstract Turn-taking is a central component of full-duplex interaction. Which turn-taking behaviors are appropriate varies with the scenario, yet current models apply a single norm regardless of context. This limitation originates in their training data: human-human speech corpora capture natural timing phenomena but provide little role grounding or scenario-specific norms, while heuristic or prompted synthesis methods inject turn-t

发布时间：—

抓取时间：2026-08-11 05:54

来源机构：Hugging Face