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LLM-driven dialog systems are used in a diverse set of applications, ranging from healthcare to customer service. However, given their generalization capability, it is difficult to ensure that these chatbots stay within the boundaries of…

计算与语言 · 计算机科学 2024-08-06 Stuti Agrawal , Nishi Uppuluri , Pranav Pillai , Revanth Gangi Reddy , Zoey Li , Gokhan Tur , Dilek Hakkani-Tur , Heng Ji

Human-LLM conversations are increasingly becoming more pervasive in peoples' professional and personal lives, yet many users still struggle to elicit helpful responses from LLM Chatbots. One of the reasons for this issue is users' lack of…

We study improving social conversational agents by learning from natural dialogue between users and a deployed model, without extra annotations. To implicitly measure the quality of a machine-generated utterance, we leverage signals like…

计算与语言 · 计算机科学 2024-02-02 Richard Yuanzhe Pang , Stephen Roller , Kyunghyun Cho , He He , Jason Weston

Apart from the coherence and fluency of responses, an empathetic chatbot emphasizes more on people's feelings. By considering altruistic behaviors between human interaction, empathetic chatbots enable people to get a better interactive and…

计算与语言 · 计算机科学 2021-10-11 Jiun-Hao Jhan , Chao-Peng Liu , Shyh-Kang Jeng , Hung-Yi Lee

AI chatbots, built using large language models, are increasingly integrated into society and mimic the patterns of human text exchanges. While previous research has raised concerns that humans may form romantic attachment to chatbots, the…

人机交互 · 计算机科学 2026-03-03 Julia Kieserman , Cat Mai , Sara Lignell , Lucy Qin , Athanasios Andreou , Damon McCoy , Rosanna Bellini

AI chatbots have made vast strides in technology improvement in recent years and are already operational in many industries. Advanced Natural Language Processing techniques, based on deep networks, efficiently process user requests to carry…

计算与语言 · 计算机科学 2021-05-17 Nathan Dolbir , Triyasha Dastidar , Kaushik Roy

Embodied agents designed to assist users with tasks must engage in natural language interactions, interpret instructions, execute actions, and communicate effectively to resolve issues. However, collecting large-scale, diverse datasets of…

计算与语言 · 计算机科学 2024-11-01 Daniel Philipov , Vardhan Dongre , Gokhan Tur , Dilek Hakkani-Tür

The main goal of modeling human conversation is to create agents which can interact with people in both open-ended and goal-oriented scenarios. End-to-end trained neural dialog systems are an important line of research for such generalized…

计算与语言 · 计算机科学 2019-04-30 Chaitanya K. Joshi , Fei Mi , Boi Faltings

APIs are everywhere; they provide access to automation solutions that could help businesses automate some of their tasks. Unfortunately, they may not be accessible to the business users who need them but are not equipped with the necessary…

计算与语言 · 计算机科学 2022-06-15 Siyu Huo , Kushal Mukherjee , Jayachandu Bandlamudi , Vatche Isahagian , Vinod Muthusamy , Yara Rizk

In the era of digital transformation, customer service is of paramount importance to the success of organizations, and to meet the growing demand for immediate responses and personalized assistance 24 hours a day, chatbots have become a…

计算与语言 · 计算机科学 2023-10-18 Valderrama Jonatan , Aguilar-Alonso Igor

Chat-oriented dialogue systems designed to provide tangible benefits, such as sharing the latest news or preventing frailty in senior citizens, often require Proactive acquisition of specific user Information via chats on user-faVOred…

计算与语言 · 计算机科学 2025-04-11 Shiki Sato , Jun Baba , Asahi Hentona , Shinji Iwata , Akifumi Yoshimoto , Koichiro Yoshino

Dialogue systems without consistent responses are not fascinating. In this study, we build a dialogue system that can respond based on a given character setting (persona) to bring consistency. Considering the trend of the rapidly increasing…

计算与语言 · 计算机科学 2022-06-14 Tomohito Kasahara , Daisuke Kawahara , Nguyen Tung , Shengzhe Li , Kenta Shinzato , Toshinori Sato

User simulation is a promising approach for automatically training and evaluating conversational information access agents, enabling the generation of synthetic dialogues and facilitating reproducible experiments at scale. However, the…

信息检索 · 计算机科学 2024-06-28 Nolwenn Bernard , Krisztian Balog

We propose a unified Implicit Dialog framework for goal-oriented, information seeking tasks of Conversational Search applications. It aims to enable dialog interactions with domain data without replying on explicitly encoded the rules but…

计算与语言 · 计算机科学 2018-02-14 Song Feng , R. Chulaka Gunasekara , Sunil Shashidhara , Kshitij P. Fadnis , Lazaros C. Polymenakos

Recent advances in large language models (LLMs) have enabled the creation of highly effective chatbots. However, the compute costs of widely deploying LLMs have raised questions about profitability. Companies have proposed exploring…

人机交互 · 计算机科学 2025-10-08 Brian Jay Tang , Kaiwen Sun , Noah T. Curran , Florian Schaub , Kang G. Shin

Large language model (LLM) powered chatbots are primarily text-based today, and impose a large interactional cognitive load, especially for exploratory or sensemaking tasks such as planning a trip or learning about a new city. Because the…

人机交互 · 计算机科学 2023-12-04 Xiao Ma , Swaroop Mishra , Ariel Liu , Sophie Su , Jilin Chen , Chinmay Kulkarni , Heng-Tze Cheng , Quoc Le , Ed Chi

Prior work on personalized recommendations has focused on exploiting explicit signals from user-specific queries, clicks, likes, and ratings. This paper investigates tapping into a different source of implicit signals of interests and…

信息检索 · 计算机科学 2021-09-13 Ghazaleh Haratinezhad Torbati , Andrew Yates , Gerhard Weikum

Large language models (LLMs) have demonstrated remarkable potential in natural language understanding and generation, making them valuable tools for enhancing conversational interactions. However, LLMs encounter challenges such as lacking…

人机交互 · 计算机科学 2023-11-10 Guinan Su , Yanwu Yang , Jie Guo

In spoken dialogue systems, we aim to deploy artificial intelligence to build automated dialogue agents that can converse with humans. Dialogue systems are increasingly being designed to move beyond just imitating conversation and also…

计算与语言 · 计算机科学 2021-11-03 Atharv Singh Patlan , Shiven Tripathi , Shubham Korde

Personalized dialogue systems are an essential step toward better human-machine interaction. Existing personalized dialogue agents rely on properly designed conversational datasets, which are mostly monolingual (e.g., English), which…