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We present a novel approach to dialogue state tracking and referring expression resolution tasks. Successful contextual understanding of multi-turn spoken dialogues requires resolving referring expressions across turns and tracking the…

计算与语言 · 计算机科学 2019-04-02 Pushpendre Rastogi , Arpit Gupta , Tongfei Chen , Lambert Mathias

In this paper, we study the task of selecting the optimal response given a user and system utterance history in retrieval-based multi-turn dialog systems. Recently, pre-trained language models (e.g., BERT, RoBERTa, and ELECTRA) showed…

计算与语言 · 计算机科学 2020-12-17 Taesun Whang , Dongyub Lee , Dongsuk Oh , Chanhee Lee , Kijong Han , Dong-hun Lee , Saebyeok Lee

Conversational Recommender Systems (CRSs) have become increasingly popular as a powerful tool for providing personalized recommendation experiences. By directly engaging with users in a conversational manner to learn their current and…

信息检索 · 计算机科学 2025-03-04 Allen Lin , Jianling Wang , Ziwei Zhu , James Caverlee

Persuasion dialogue systems reflect the machine's ability to make strategic moves beyond verbal communication, and therefore differentiate themselves from task-oriented or open-domain dialogue systems and have their own unique values.…

计算与语言 · 计算机科学 2022-10-25 Weiyan Shi , Yu Li , Saurav Sahay , Zhou Yu

To train a statistical spoken dialogue system (SDS) it is essential that an accurate method for measuring task success is available. To date training has relied on presenting a task to either simulated or paid users and inferring the…

机器学习 · 计算机科学 2015-08-17 Pei-Hao Su , David Vandyke , Milica Gasic , Dongho Kim , Nikola Mrksic , Tsung-Hsien Wen , Steve Young

Dialogue systems are frequently updated to accommodate new services, but naively updating them by continually training with data for new services in diminishing performance on previously learnt services. Motivated by the insight that…

Spoken language understanding (SLU) is an essential component in conversational systems. Most SLU component treats each utterance independently, and then the following components aggregate the multi-turn information in the separate phases.…

计算与语言 · 计算机科学 2017-12-12 Po-Chun Chen , Ta-Chung Chi , Shang-Yu Su , Yun-Nung Chen

The success or failure of a project is highly related to recognizing the right stakeholders and accurately finding and discovering their requirements. However, choosing the proper elicitation technique was always a considerable challenge…

信息检索 · 计算机科学 2025-08-05 Ali Fallahi , Amineh Amini , Azam Bastanfard , Hadi Saboohi

Many human interactions, such as political debates, are carried out in group settings, where there are arbitrarily many participants, each with different views and agendas. To explore such complex social settings, we present SAUCE: a…

计算与语言 · 计算机科学 2024-11-07 Shlomo Neuberger , Niv Eckhaus , Uri Berger , Amir Taubenfeld , Gabriel Stanovsky , Ariel Goldstein

Conversational recommender systems (CRSs) integrate both recommendation and dialogue tasks, making their evaluation uniquely challenging. Existing approaches primarily assess CRS performance by separately evaluating item recommendation and…

信息检索 · 计算机科学 2026-01-27 Nuo Chen , Quanyu Dai , Xiaoyu Dong , Piaohong Wang , Qinglin Jia , Zhaocheng Du , Zhenhua Dong , Xiao-Ming Wu

Recently, Large Language Models (LLMs) have been widely employed in Conversational Recommender Systems (CRSs). Unlike traditional language model approaches that focus on training, all existing LLMs-based approaches are mainly centered…

计算与语言 · 计算机科学 2025-09-26 Jianyu Wen , Jingyun Wang , Cilin Yan , Jiayin Cai , Xiaolong Jiang , Ying Zhang

Research and development on conversational recommender systems (CRSs) critically depends on sound and reliable evaluation methodologies. However, the interactive nature of these systems poses significant challenges for automatic evaluation.…

信息检索 · 计算机科学 2025-10-08 Nolwenn Bernard , Krisztian Balog

Speaking aloud to a wearable AR assistant in public can be socially awkward, and re-articulating the same requests every day creates unnecessary effort. We present SpeechLess, a wearable AR assistant that introduces a speech-based intent…

人机交互 · 计算机科学 2026-04-14 Yoonsang Kim , Devshree Jadeja , Divyansh Pradhan , Yalong Yang , Arie Kaufman

Real-time conversational assistants for procedural tasks often depend on video input, which can be computationally expensive and compromise user privacy. For the first time, we propose a real-time conversational assistant that provides…

多媒体 · 计算机科学 2026-02-18 Rehana Mahfuz , Yinyi Guo , Erik Visser , Phanidhar Chinchili

Conversational recommender systems (CRSs) are able to elicit user preferences through multi-turn dialogues. They typically incorporate external knowledge and pre-trained language models to capture the dialogue context. Most CRS approaches,…

The ability of a dialog system to express prespecified language style during conversations has a direct, positive impact on its usability and on user satisfaction. We introduce a new prototype-to-style (PS) framework to tackle the challenge…

计算与语言 · 计算机科学 2020-04-07 Yixuan Su , Yan Wang , Simon Baker , Deng Cai , Xiaojiang Liu , Anna Korhonen , Nigel Collier

Grounding natural language instructions on the web to perform previously unseen tasks enables accessibility and automation. We introduce a task and dataset to train AI agents from open-domain, step-by-step instructions originally written…

计算与语言 · 计算机科学 2021-04-06 Nancy Xu , Sam Masling , Michael Du , Giovanni Campagna , Larry Heck , James Landay , Monica S Lam

Personalization and contextual coherence are two essential components in building effective persona-grounded dialogue systems. These aspects play a crucial role in enhancing user engagement and ensuring responses are more relevant and…

计算与语言 · 计算机科学 2026-02-05 Saleh Afzoon , MohammadHossein Ahmadi , Usman Naseem , Amin Beheshti

Recommender systems exploit interaction history to estimate user preference, having been heavily used in a wide range of industry applications. However, static recommendation models are difficult to answer two important questions well due…

信息检索 · 计算机科学 2021-09-27 Chongming Gao , Wenqiang Lei , Xiangnan He , Maarten de Rijke , Tat-Seng Chua

Human-computer dialog plays a prominent role in interactions conducted at kiosks (e.g., withdrawing money from an atm or filling your car with gas), on smartphones (e.g., installing and configuring apps), and on the web (e.g., booking a…

编程语言 · 计算机科学 2025-03-03 Zachary S. Rowland , Saverio Perugini