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The desire and ability to seek new information strategically are fundamental to human learning but often overlooked in current language agent evaluation. We analyze a popular web shopping task designed to test language agents' ability to…

Computation and Language · Computer Science 2024-06-18 Sanxing Chen , Sam Wiseman , Bhuwan Dhingra

Conversational Product Search ( CPS ) systems interact with users via natural language to offer personalized and context-aware product lists. However, most existing research on CPS is limited to simulated conversations, due to the lack of a…

Computation and Language · Computer Science 2025-04-29 Jie Zou , Mohammad Aliannejadi , Evangelos Kanoulas , Shuxi Han , Heli Ma , Zheng Wang , Yang Yang , Heng Tao Shen

Conversational systems can be particularly effective in supporting complex information seeking scenarios with evolving information needs. Finding the right products on an e-commerce platform is one such scenario, where a conversational…

Information Retrieval · Computer Science 2023-04-26 Nolwenn Bernard , Krisztian Balog

Conversational information seeking (CIS) is playing an increasingly important role in connecting people to information. Due to the lack of suitable resource, previous studies on CIS are limited to the study of theoretical/conceptual…

Information Retrieval · Computer Science 2021-05-19 Pengjie Ren , Zhongkun Liu , Xiaomeng Song , Hongtao Tian , Zhumin Chen , Zhaochun Ren , Maarten de Rijke

Conversational search systems enable information retrieval via natural language interactions, with the goal of maximizing users' information gain over multiple dialogue turns. The increasing prevalence of conversational interfaces adopting…

Computation and Language · Computer Science 2024-07-02 Phillip Schneider , Wessel Poelman , Michael Rovatsos , Florian Matthes

Conversational assistants are being progressively adopted by the general population. However, they are not capable of handling complicated information-seeking tasks that involve multiple turns of information exchange. Due to the limited…

Information Retrieval · Computer Science 2019-01-14 Chen Qu , Liu Yang , Bruce Croft , Yongfeng Zhang , Johanne R. Trippas , Minghui Qiu

As a cornerstone of modern information access, search engines have become indispensable in everyday life. With the rapid advancements in AI and natural language processing (NLP) technologies, particularly large language models (LLMs),…

Computation and Language · Computer Science 2025-08-07 Fengran Mo , Kelong Mao , Ziliang Zhao , Hongjin Qian , Haonan Chen , Yiruo Cheng , Xiaoxi Li , Yutao Zhu , Zhicheng Dou , Jian-Yun Nie

Conversational search systems can improve user experience in digital libraries by facilitating a natural and intuitive way to interact with library content. However, most conversational search systems are limited to performing simple tasks…

Human-Computer Interaction · Computer Science 2023-05-09 Souvick Ghosh , Satanu Ghosh , Chirag Shah

The rapid advancement of large language models has fundamentally shifted the bottleneck in AI development from computational power to data availability-with countless valuable datasets remaining hidden across specialized repositories,…

Artificial Intelligence · Computer Science 2025-08-12 Keyu Li , Mohan Jiang , Dayuan Fu , Yunze Wu , Xiangkun Hu , Dequan Wang , Pengfei Liu

This article presents the Cogni-CISMeF project, which aims at improving the health information search engine CISMeF, by including a conversational agent that interacts with the user in natural language. To study the cognitive processes…

Human-Computer Interaction · Computer Science 2009-12-01 Alain Loisel , Nathalie Chaignaud , Jean-Philippe Kotowicz

Large Language Models (LLMs) have become a popular interface for human-AI interaction, supporting information seeking and task assistance through natural, multi-turn dialogue. To respond to users within multi-turn dialogues, the…

Computation and Language · Computer Science 2026-04-16 Fengran Mo , Yifan Gao , Sha Li , Hansi Zeng , Xin Liu , Zhaoxuan Tan , Xian Li , Jianshu Chen , Dakuo Wang , Meng Jiang

In today's data-driven era, fully automated end-to-end data analytics, particularly insight discovery, is critical for discovering actionable insights that assist organizations in making effective decisions. With the rapid advancement of…

Artificial Intelligence · Computer Science 2025-11-25 Xiaochuan Liu , Yuanfeng Song , Xiaoming Yin , Xing Chen

Conversational search is based on a user-system cooperation with the objective to solve an information-seeking task. In this report, we discuss the implication of such cooperation with the learning perspective from both user and system…

Artificial Intelligence · Computer Science 2020-01-10 Sharon Oviatt , Laure Soulier

Conversational information seeking (CIS) is concerned with a sequence of interactions between one or more users and an information system. Interactions in CIS are primarily based on natural language dialogue, while they may include other…

Information Retrieval · Computer Science 2023-01-27 Hamed Zamani , Johanne R. Trippas , Jeff Dalton , Filip Radlinski

This article presents the Cogni-CISMeF project, which aims at improving medical information search in the CISMeF system (Catalog and Index of French-language health resources) by including a conversational agent to interact with the user in…

Information Retrieval · Computer Science 2014-02-12 Nathalie Chaignaud , Valérie Delavigne , Maryvonne Holzem , Jean-Philippe Kotowicz , Alain Loisel

We introduce the StatCan Dialogue Dataset consisting of 19,379 conversation turns between agents working at Statistics Canada and online users looking for published data tables. The conversations stem from genuine intents, are held in…

Computation and Language · Computer Science 2024-07-18 Xing Han Lu , Siva Reddy , Harm de Vries

Dialogue agents, which perform specific tasks, are part of the long-term goal of NLP researchers to build intelligent agents that communicate with humans in natural language. Such systems should adapt easily from one domain to another to…

Computation and Language · Computer Science 2024-04-24 Jesse Atuhurra , Hidetaka Kamigaito , Taro Watanabe , Eric Nichols

Today's conversational agents are restricted to simple standalone commands. In this paper, we present Iris, an agent that draws on human conversational strategies to combine commands, allowing it to perform more complex tasks that it has…

Human-Computer Interaction · Computer Science 2017-07-18 Ethan Fast , Binbin Chen , Julia Mendelsohn , Jonathan Bassen , Michael Bernstein

We address the task of sentence retrieval for open-ended dialogues. The goal is to retrieve sentences from a document corpus that contain information useful for generating the next turn in a given dialogue. Prior work on dialogue-based…

Information Retrieval · Computer Science 2022-05-25 Itay Harel , Hagai Taitelbaum , Idan Szpektor , Oren Kurland

Conversational interfaces provide a flexible and easy way for users to seek information that may otherwise be difficult or inconvenient to obtain. However, existing interfaces generally fall into one of two categories: FAQs, where users…

Computation and Language · Computer Science 2024-03-27 Dirk Väth , Lindsey Vanderlyn , Ngoc Thang Vu