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During a conversation, there can come certain moments where its outcome hangs in the balance. In these pivotal moments, how one responds can put the conversation on substantially different trajectories leading to significantly different…

Computation and Language · Computer Science 2025-06-05 Vivian Nguyen , Lillian Lee , Cristian Danescu-Niculescu-Mizil

Mental-health therapy involves a complex conversation flow in which patients and therapists continuously negotiate what should be talked about next. For example, therapists might try to shift the conversation's direction to keep the…

Computation and Language · Computer Science 2024-10-10 Vivian Nguyen , Sang Min Jung , Lillian Lee , Thomas D. Hull , Cristian Danescu-Niculescu-Mizil

Understanding what leads to effective conversations can aid the design of better computer-mediated communication platforms. In particular, prior observational work has sought to identify behaviors of individuals that correlate to their…

Computation and Language · Computer Science 2020-09-10 Justine Zhang , Sendhil Mullainathan , Cristian Danescu-Niculescu-Mizil

Mental illness is one of the most pressing public health issues of our time. While counseling and psychotherapy can be effective treatments, our knowledge about how to conduct successful counseling conversations has been limited due to lack…

Computation and Language · Computer Science 2016-08-16 Tim Althoff , Kevin Clark , Jure Leskovec

Mental health counseling is an enterprise with profound societal importance where conversations play a primary role. In order to acquire the conversational skills needed to face a challenging range of situations, mental health counselors…

Computation and Language · Computer Science 2019-06-19 Justine Zhang , Robert Filbin , Christine Morrison , Jaclyn Weiser , Cristian Danescu-Niculescu-Mizil

Recent advances in large-scale language modeling and generation have enabled the creation of dialogue agents that exhibit human-like responses in a wide range of conversational scenarios spanning a diverse set of tasks, from general…

Computation and Language · Computer Science 2022-05-12 Abraham Sanders , Tomek Strzalkowski , Mei Si , Albert Chang , Deepanshu Dey , Jonas Braasch , Dakuo Wang

Heuristics and cognitive biases are an integral part of human decision-making. Automatically detecting a particular cognitive bias could enable intelligent tools to provide better decision-support. Detecting the presence of a cognitive bias…

Human-Computer Interaction · Computer Science 2024-01-15 Stephen Pilli

We study the problem of imposing conversational goals/keywords on open-domain conversational agents, where the agent is required to lead the conversation to a target keyword smoothly and fast. Solving this problem enables the application of…

Computation and Language · Computer Science 2021-03-02 Peixiang Zhong , Yong Liu , Hao Wang , Chunyan Miao

Goal-oriented conversational systems require making sequential decisions under uncertainty about the user's intent, where the algorithm must balance information acquisition and target commitment over multiple turns. Existing approaches…

Computation and Language · Computer Science 2026-04-07 Xinyi Ling , Ye Liu , Reza Averly , Xia Ning

Turn-level user satisfaction is one of the most important performance metrics for conversational agents. It can be used to monitor the agent's performance and provide insights about defective user experiences. Moreover, a powerful…

Machine Learning · Computer Science 2021-04-13 Mohammad Kachuee , Hao Yuan , Young-Bum Kim , Sungjin Lee

The majority of voice-based conversational agents still rely on pause-and-respond turn-taking, leaving interactions sounding stiff and robotic. We present RESPOND (Responsive Engagement Strategy for Predictive Orchestration and Dialogue), a…

Human-Computer Interaction · Computer Science 2026-03-31 Meng-Chen Lee , Costas Panay , Javier Hernandez , Sean Andrist , Dan Bohus , Anatoly Churikov , Andrew D. Wilson

We often rely on our intuition to anticipate the direction of a conversation. Endowing automated systems with similar foresight can enable them to assist human-human interactions. Recent work on developing models with this predictive…

Computation and Language · Computer Science 2025-07-28 Son Quoc Tran , Tushaar Gangavarapu , Nicholas Chernogor , Jonathan P. Chang , Cristian Danescu-Niculescu-Mizil

Recommendation dialogue systems aim to build social bonds with users and provide high-quality recommendations. This paper pushes forward towards a promising paradigm called target-driven recommendation dialogue systems, which is highly…

Computation and Language · Computer Science 2022-08-09 Jian Wang , Dongding Lin , Wenjie Li

Recent debates over adults' theory of mind use have been fueled by surprising failures of perspective-taking in communication, suggesting that perspective-taking can be relatively effortful. How, then, should speakers and listeners allocate…

Computation and Language · Computer Science 2020-05-13 Robert D. Hawkins , Hyowon Gweon , Noah D. Goodman

Forecasting conversation derailment can be useful in real-world settings such as online content moderation, conflict resolution, and business negotiations. However, despite language models' success at identifying offensive speech present in…

Computation and Language · Computer Science 2025-10-07 Yunfan Zhang , Kathleen McKeown , Smaranda Muresan

Humans quite frequently interact with conversational agents. The rapid advancement in generative language modeling through neural networks has helped advance the creation of intelligent conversational agents. Researchers typically evaluate…

Computation and Language · Computer Science 2020-02-27 Sashank Santhanam , Alireza Karduni , Samira Shaikh

Throughout a conversation, the way participants interact with each other is in constant flux: their tones may change, they may resort to different strategies to convey their points, or they might alter their interaction patterns. An…

Computation and Language · Computer Science 2024-05-01 Yilun Hua , Nicholas Chernogor , Yuzhe Gu , Seoyeon Julie Jeong , Miranda Luo , Cristian Danescu-Niculescu-Mizil

While we do not always use words, communicating what we want to an AI is a conversation -- with ourselves as well as with it, a recurring loop with optional steps depending on the complexity of the situation and our request. Any given…

Human-Computer Interaction · Computer Science 2023-09-06 Elena L. Glassman

Unlike well-structured text, such as news reports and encyclopedia articles, dialogue content often comes from two or more interlocutors, exchanging information with each other. In such a scenario, the topic of a conversation can vary upon…

Computation and Language · Computer Science 2021-09-13 Junpeng Liu , Yanyan Zou , Hainan Zhang , Hongshen Chen , Zhuoye Ding , Caixia Yuan , Xiaojie Wang

A target-guided proactive dialogue system aims to steer conversations proactively toward pre-defined targets, such as designated keywords or specific topics. During guided conversations, dynamically modeling conversational scenarios and…

Computation and Language · Computer Science 2026-05-13 Maodong Li , Yancui Li , Fang Kong
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