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We present a chatbot implementing a novel dialogue management approach based on logical inference. Instead of framing conversation a sequence of response generation tasks, we model conversation as a collaborative inference process in which…

Computation and Language · Computer Science 2021-11-02 Sarah E. Finch , James D. Finch , Daniil Huryn , William Hutsell , Xiaoyuan Huang , Han He , Jinho D. Choi

To predict what someone will say is to model how they think. We study this through next-turn dialogue prediction: given a conversation, predict the next utterance produced by a person. We compare learning approaches along two dimensions:…

Computation and Language · Computer Science 2026-01-09 Kanishk Gandhi , Agam Bhatia , Noah D. Goodman

A conversational agent (chatbot) is a piece of software that is able to communicate with humans using natural language. Modeling conversation is an important task in natural language processing and artificial intelligence. While chatbots…

Computation and Language · Computer Science 2019-08-26 Richard Csaky

Intelligent dialogue systems are increasingly used in modern education and psychological counseling fields, but most existing systems are limited to a single domain, cannot deal with both educational and psychological issues, and often lack…

Computation and Language · Computer Science 2024-12-06 Shiwen Ni , Min Yang

This paper develops a natural-language agent-based model of argumentation (ABMA). Its artificial deliberative agents (ADAs) are constructed with the help of so-called neural language models recently developed in AI and computational…

Computation and Language · Computer Science 2022-01-26 Gregor Betz

Instant-messaging human social chat typically progresses through a sequence of short messages. Existing step-by-step AI chatting systems typically split a one-shot generation into multiple messages and send them sequentially, but they lack…

Computation and Language · Computer Science 2026-01-12 Hao Yang , Hongyuan Lu , Dingkang Yang , Wenliang Yang , Peng Sun , Xiaochuan Zhang , Jun Xiao , Kefan He , Wai Lam , Yang Liu , Xinhua Zeng

People have information needs of varying complexity, which can be solved by an intelligent agent able to answer questions formulated in a proper way, eventually considering user context and preferences. In a scenario in which the user…

Computation and Language · Computer Science 2017-02-09 Claudio Greco , Alessandro Suglia , Pierpaolo Basile , Gaetano Rossiello , Giovanni Semeraro

Agent assistance during human-human customer support spoken interactions requires triggering workflows based on the caller's intent (reason for call). Timeliness of prediction is essential for a good user experience. The goal is for a…

Artificial Intelligence · Computer Science 2022-08-16 Mrinal Rawat , Victor Barres

Recent progress on large language models (LLMs) has enabled dialogue agents to generate highly naturalistic and plausible text. However, current LLM language generation focuses on responding accurately to questions and requests with a…

Machine Learning · Computer Science 2024-11-11 Joey Hong , Jessica Lin , Anca Dragan , Sergey Levine

AI agents negotiate and transact in natural language with unfamiliar counterparts: a buyer bot facing an unknown seller, or a procurement assistant negotiating with a supplier. In such interactions, the counterpart's LLM, prompts, control…

Machine Learning · Computer Science 2026-05-13 Eilam Shapira , Moshe Tennenholtz , Roi Reichart

While end-to-end neural conversation models have led to promising advances in reducing hand-crafted features and errors induced by the traditional complex system architecture, they typically require an enormous amount of data due to the…

Computation and Language · Computer Science 2018-01-10 Sungjin Lee

Tuning language models for dialogue generation has been a prevalent paradigm for building capable dialogue agents. Yet, traditional tuning narrowly views dialogue generation as resembling other language generation tasks, ignoring the role…

Computation and Language · Computer Science 2024-05-31 Jian Wang , Chak Tou Leong , Jiashuo Wang , Dongding Lin , Wenjie Li , Xiao-Yong Wei

Salespeople frequently face the dynamic screening decision of whether to persist in a conversation or abandon it to pursue the next lead. Yet, little is known about how these decisions are made, whether they are efficient, or how to improve…

Computation and Language · Computer Science 2025-11-04 Emaad Manzoor , Eva Ascarza , Oded Netzer

Mental models play an important role in whether user interaction with intelligent systems, such as dialog systems is successful or not. Adaptive dialog systems present the opportunity to align a dialog agent's behavior with heterogeneous…

Computation and Language · Computer Science 2024-08-27 Lindsey Vanderlyn , Dirk Väth , Ngoc Thang Vu

Multi-agent systems using large language models (LLMs) have demonstrated impressive capabilities across various domains. However, current agent communication suffers from verbose output that overload context and increase computational…

Computation and Language · Computer Science 2026-04-09 Danqing Wang , Da Yin , Ruta Desai , Lei Li , Asli Celikyilmaz , Ansong Ni

Agents that negotiate with humans find broad applications in pedagogy and conversational AI. Most efforts in human-agent negotiations rely on restrictive menu-driven interfaces for communication. To advance the research in language-based…

Computation and Language · Computer Science 2021-03-01 Kushal Chawla , Gale Lucas , Jonathan May , Jonathan Gratch

One of the long-standing aspirations in conversational AI is to allow them to autonomously take initiatives in conversations, i.e., being proactive. This is especially challenging for multi-party conversations. Prior NLP research focused…

Human-Computer Interaction · Computer Science 2025-02-19 Xingyu Bruce Liu , Shitao Fang , Weiyan Shi , Chien-Sheng Wu , Takeo Igarashi , Xiang Anthony Chen

In this paper, we propose a novel negotiation dialogue agent designed for the online marketplace. Our agent is integrative in nature i.e, it possesses the capability to negotiate on price as well as other factors, such as the addition or…

Computation and Language · Computer Science 2023-10-30 Zishan Ahmad , Suman Saurabh , Vaishakh Sreekanth Menon , Asif Ekbal , Roshni Ramnani , Anutosh Maitra

In a human-machine dialog scenario, deciding the appropriate time for the machine to take the turn is an open research problem. In contrast, humans engaged in conversations are able to timely decide when to interrupt the speaker for…

Computation and Language · Computer Science 2019-07-12 Andrei C. Coman , Koichiro Yoshino , Yukitoshi Murase , Satoshi Nakamura , Giuseppe Riccardi

Current Spoken Dialogue Systems (SDSs) often serve as passive listeners that respond only after receiving user speech. To achieve human-like dialogue, we propose a novel future prediction architecture that allows an SDS to anticipate future…

Human-Computer Interaction · Computer Science 2024-12-19 Yuanchao Li , Koji Inoue , Leimin Tian , Changzeng Fu , Carlos Ishi , Hiroshi Ishiguro , Tatsuya Kawahara , Catherine Lai