arXiv cs.CL· Yeonju Kim, Bella Godiva, Yong Man Ro·· 12 小时前AI 评分31
CounselPlex：一种压力源感知的全双工心理咨询模型
CounselPlex: A Stressor-Aware Full-Duplex Counseling Model
AI 导读
CounselPlex 是一个压力源感知的全双工心理咨询框架，通过在被倾听者沉默时更新简短的压力源状态并将其注入倾听位置，解决模型只关注最新话语而丢失核心问题的“压力源盲区”。
正文 · 原文
Abstract:Full-duplex speech models can listen and speak at the same time, enabling natural, low-latency interaction. In counseling, however, these models often focus on the latest utterance and lose track of the seeker's underlying problem. We call this failure Stressor Blindness. We propose CounselPlex, a stressor-aware full-duplex framework that uses two operations. CounselPlex updates a short stressor state during seeker silence and injects this state into <PAD> positions while listening. We also introduce RoPE Position Shift Augmentation (RPSA), which broadens positional coverage during training and improves performance at longer turn depths in our evaluation. LLM-judge evaluations show improved counseling quality and stressor grounding over strong baselines.
| Comments: | 21 pages, 4 figures, 29 tables |
| Subjects: | Computation and Language (cs.CL); Sound (cs.SD) |
| Cite as: | arXiv:2610.32702 [cs.CL] |
| (or arXiv:2610.32702v1 [cs.CL] for this version) | |
| https://doi.org/10.48550/arXiv.2610.32702 arXiv-issued DOI via DataCite (pending registration) |
Submission history
From: YeonJu Kim [view email]
[v1]
Fri, 23 Oct 2026 14:26:22 UTC (530 KB)
来源：arXiv cs.CL · arxiv.org