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Large Language Models (LLMs) have been demonstrated to generate illegal or unethical responses, particularly when subjected to "jailbreak." Research on jailbreak has highlighted the safety issues of LLMs. However, prior studies have…

Computation and Language · Computer Science 2024-10-31 Zhenhong Zhou , Jiuyang Xiang , Haopeng Chen , Quan Liu , Zherui Li , Sen Su

Instruction-tuned language models increasingly rely on large multi-turn dialogue corpora, but these datasets are often noisy and structurally inconsistent, with topic drift, repetitive chitchat, and mismatched answer formats across turns.…

Computation and Language · Computer Science 2026-04-21 Bo Li , Shikun Zhang , Wei Ye

Large language models (LLMs) excel at solving problems with clear and complete statements, but often struggle with nuanced environments or interactive tasks which are common in most real-world scenarios. This highlights the critical need…

The prevalence of mental disorders has become a significant issue, leading to the increased focus on Emotional Support Conversation as an effective supplement for mental health support. Existing methods have achieved compelling results,…

Computation and Language · Computer Science 2023-10-12 Mengzhao Jia , Qianglong Chen , Liqiang Jing , Dawei Fu , Renyu Li

Dialogue Systems are tools designed for various practical purposes concerning human-machine interaction. These systems should be built on ethical foundations because their behavior may heavily influence a user (think especially about…

Artificial Intelligence · Computer Science 2021-09-20 Abeer Dyoub , Stefania Costantini , Ivan Letteri , Francesca A. Lisi

Evaluating the emotional intelligence (EI) of audio language models (ALMs) is critical. However, existing benchmarks mostly rely on synthesized speech, are limited to single-turn interactions, and depend heavily on open-ended scoring. This…

Audio and Speech Processing · Electrical Eng. & Systems 2026-04-27 Shuiyuan Wang , Zhixian Zhao , Hongfei Xue , Chengyou Wang , Shuai Wang , Hui Bu , Xin Xu , Lei Xie

One challenge for dialogue agents is recognizing feelings in the conversation partner and replying accordingly, a key communicative skill. While it is straightforward for humans to recognize and acknowledge others' feelings in a…

Computation and Language · Computer Science 2019-08-30 Hannah Rashkin , Eric Michael Smith , Margaret Li , Y-Lan Boureau

Emotional Support Conversation (ESC) aims to assist individuals experiencing distress by generating empathetic and supportive dialogue. While prior work typically assumes that each supporter turn corresponds to a single strategy, real-world…

Computation and Language · Computer Science 2026-04-21 Jie Zhu , Huaixia Dou , Junhui Li , Lifan Guo , Feng Chen , Jinsong Su , Chi Zhang , Fang Kong

In today's world, emotional support is increasingly essential, yet it remains challenging for both those seeking help and those offering it. Multimodal approaches to emotional support show great promise by integrating diverse data sources…

Emotional support is a crucial ability for many conversation scenarios, including social interactions, mental health support, and customer service chats. Following reasonable procedures and using various support skills can help to…

Computation and Language · Computer Science 2021-06-03 Siyang Liu , Chujie Zheng , Orianna Demasi , Sahand Sabour , Yu Li , Zhou Yu , Yong Jiang , Minlie Huang

Emotional intelligence (EI), the ability to perceive, understand, and respond appropriately to others' emotional states, is central to human communication, and increasingly important to assess as LLMs assume conversational roles in everyday…

Artificial Intelligence · Computer Science 2026-05-29 Kate M. Lubrano , Faisal Sayed , Ankita Rathod , Akshansh , Craver Corbyn Thomas-Smith , Mark E. Whiting , Karina Nguyen

As Large Language Models increasingly mediate human communication and decision-making, understanding their value expression becomes critical for research across disciplines. This work presents the Ethics Engine, a modular Python pipeline…

Computers and Society · Computer Science 2025-10-15 Jake Van Clief , Constantine Kyritsopoulos

Large Language Models (LLMs) exhibit surprisingly diverse risk preferences when acting as AI decision makers, a crucial characteristic whose origins remain poorly understood despite their expanding economic roles. We analyze 50 LLMs using…

General Economics · Economics 2025-06-11 Shumiao Ouyang , Hayong Yun , Xingjian Zheng

In this paper, a novel Generation-Evaluation framework is developed for multi-turn conversations with the objective of letting both participants know more about each other. For the sake of rational knowledge utilization and coherent…

Computation and Language · Computer Science 2019-06-04 Siqi Bao , Huang He , Fan Wang , Rongzhong Lian , Hua Wu

Multi-modal Large Language Models (MLLMs) have achieved remarkable performance across a wide range of visual reasoning tasks, yet their vulnerability to safety risks remains a pressing concern. While prior research primarily focuses on…

Computer Vision and Pattern Recognition · Computer Science 2026-03-18 Ce Zhang , Jinxi He , Junyi He , Katia Sycara , Yaqi Xie

Agentic AI systems capable of autonomous goal setting and proactive intervention introduce new challenges for regulating moral-emotional processes in learning environments. Existing frameworks typically treat emotion as reactive feedback or…

Computers and Society · Computer Science 2026-05-01 Ji Yeon Kim

The question of whether artificial entities deserve moral consideration has become one of the defining ethical challenges of AI research. Existing frameworks for moral patiency rely on verified ontological properties, such as sentience,…

Computers and Society · Computer Science 2026-03-03 Faezeh B. Pasandi , Hannah B. Pasandi

Evaluating the value alignment of large language models (LLMs) has traditionally relied on single-sentence adversarial prompts, which directly probe models with ethically sensitive or controversial questions. However, with the rapid…

Computation and Language · Computer Science 2025-03-31 Yazhou Zhang , Qimeng Liu , Qiuchi Li , Peng Zhang , Jing Qin

Emotional support plays an important role in dialogue systems, and its success depends on adapting to a user's evolving and implicit needs across multi-turn interactions while leveraging the strong reasoning capacity of large language…

Computation and Language · Computer Science 2026-05-29 Mufan Xu , Kehai Chen , Jiahao Hu , Xinchao Xu , Muyun Yang , Tiejun Zhao , Min Zhang

Supportive conversation depends on skills that go beyond language fluency, including reading emotions, adjusting tone, and navigating moments of resistance, frustration, or distress. Despite rapid progress in language models, we still lack…

Computation and Language · Computer Science 2026-02-26 Laya Iyer , Kriti Aggarwal , Sanmi Koyejo , Gail Heyman , Desmond C. Ong , Subhabrata Mukherjee