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Recent advancements in AI-driven conversational agents have exhibited immense potential of AI applications. Effective response generation is crucial to the success of these agents. While extensive research has focused on leveraging multiple…

计算与语言 · 计算机科学 2025-03-26 Junfeng Liu , Christopher T. Symons , Ranga Raju Vatsavai

The goal of Explainable AI (XAI) is to design methods to provide insights into the reasoning process of black-box models, such as deep neural networks, in order to explain them to humans. Social science research states that such…

人工智能 · 计算机科学 2024-07-24 Van Bach Nguyen , Jörg Schlötterer , Christin Seifert

Generative AI (GenAI) tools are transforming information seeking, but their fluent, authoritative responses risk overreliance and discourage independent verification and reasoning. Rather than replacing the cognitive work of users, GenAI…

人机交互 · 计算机科学 2026-01-19 Markus Bink , Marten Risius , Udo Kruschwitz , David Elsweiler

To facilitate conversational question answering (CQA) over hybrid contexts in finance, we present a new dataset, named PACIFIC. Compared with existing CQA datasets, PACIFIC exhibits three key features: (i) proactivity, (ii) numerical…

计算与语言 · 计算机科学 2023-03-21 Yang Deng , Wenqiang Lei , Wenxuan Zhang , Wai Lam , Tat-Seng Chua

Spoken question answering (SQA) systems are critical for digital assistants and other real-world use cases, but evaluating their performance is a challenge due to the importance of human-spoken questions. This study presents a new…

Personalization in Information Retrieval is a topic studied for a long time. Nevertheless, there is still a lack of high-quality, real-world datasets to conduct large-scale experiments and evaluate models for personalized search. This paper…

信息检索 · 计算机科学 2024-03-18 Pranav Kasela , Marco Braga , Gabriella Pasi , Raffaele Perego

The field of eXplainable Artificial Intelligence (XAI) is increasingly recognizing the need to personalize and/or interactively adapt the explanation to better reflect users' explanation needs. While dialogue-based approaches to XAI have…

机器学习 · 计算机科学 2024-08-15 Dimitry Mindlin , Amelie Sophie Robrecht , Michael Morasch , Philipp Cimiano

The increasing reliance on digital information necessitates advancements in conversational search systems, particularly in terms of information transparency. While prior research in conversational information-seeking has concentrated on…

信息检索 · 计算机科学 2024-05-07 Weronika Łajewska , Damiano Spina , Johanne Trippas , Krisztian Balog

We consider the problem of conversational question answering over a large-scale knowledge base. To handle huge entity vocabulary of a large-scale knowledge base, recent neural semantic parsing based approaches usually decompose the task…

计算与语言 · 计算机科学 2019-10-14 Tao Shen , Xiubo Geng , Tao Qin , Daya Guo , Duyu Tang , Nan Duan , Guodong Long , Daxin Jiang

Can large language models assist in data discovery? Data discovery predominantly happens via search on a data portal or the web, followed by assessment of the dataset to ensure it is fit for the intended purpose. The ability of…

人机交互 · 计算机科学 2024-02-01 Johanna Walker , Elisavet Koutsiana , Joe Massey , Gefion Thuermer , Elena Simperl

The field of conversational information seeking, which is rapidly gaining interest in both academia and industry, is changing how we interact with search engines through natural language interactions. Existing datasets and methods are…

信息检索 · 计算机科学 2024-05-13 Chris Samarinas , Hamed Zamani

Conversational AI systems combine AI-based solutions with the flexibility of conversational interfaces. However, most existing testing solutions do not straightforwardly adapt to the characteristics of conversational interaction or to the…

软件工程 · 计算机科学 2026-02-04 Elena Masserini

We introduce ParlAI (pronounced "par-lay"), an open-source software platform for dialog research implemented in Python, available at http://parl.ai. Its goal is to provide a unified framework for sharing, training and testing of dialog…

计算与语言 · 计算机科学 2018-03-12 Alexander H. Miller , Will Feng , Adam Fisch , Jiasen Lu , Dhruv Batra , Antoine Bordes , Devi Parikh , Jason Weston

The past decade has seen significant progress in artificial intelligence (AI), which has resulted in algorithms being adopted for resolving a variety of problems. However, this success has been met by increasing model complexity and…

机器学习 · 计算机科学 2021-11-15 Waddah Saeed , Christian Omlin

We deal with the scenario of conversational search, where user queries are under-specified or ambiguous. This calls for a mixed-initiative setup. User-asks (queries) and system-answers, as well as system-asks (clarification questions) and…

计算与语言 · 计算机科学 2022-05-24 Yosi Mass , Doron Cohen , Asaf Yehudai , David Konopnicki

There is growing consensus that language model (LM) developers should not be the sole deciders of LM behavior, creating a need for methods that enable the broader public to collectively shape the behavior of LM systems that affect them. To…

人工智能 · 计算机科学 2024-06-13 Saffron Huang , Divya Siddarth , Liane Lovitt , Thomas I. Liao , Esin Durmus , Alex Tamkin , Deep Ganguli

Conversational artificial intelligence (AI) is becoming an increasingly popular topic among industry and academia. With the fast development of neural network-based models, a lot of neural-based conversational AI system are developed. We…

计算与语言 · 计算机科学 2022-04-22 Zijun Xue , Ruirui Li , Mingda Li

An explainable AI (XAI) model aims to provide transparency (in the form of justification, explanation, etc) for its predictions or actions made by it. Recently, there has been a lot of focus on building XAI models, especially to provide…

人机交互 · 计算机科学 2022-01-11 Arjun Akula , Song-Chun Zhu

Resolving the contextual dependency is one of the most challenging tasks in the Conversational system. Our submission to CAsT-2021 aimed to preserve the key terms and the context in all subsequent turns and use classical Information…

信息检索 · 计算机科学 2022-04-01 Shivani Choudhary

Task-oriented dialogue systems aim at providing users with task-specific services. Users of such systems often do not know all the information about the task they are trying to accomplish, requiring them to seek information about the task.…

计算与语言 · 计算机科学 2023-05-24 Yue Feng , Hossein A. Rahmani , Aldo Lipani , Emine Yilmaz