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A pressing challenge in current dialogue systems is to successfully converse with users on topics with information distributed across different modalities. Previous work in multiturn dialogue systems has primarily focused on either text or…

Computation and Language · Computer Science 2022-04-29 Kai Nakamura , Sharon Levy , Yi-Lin Tuan , Wenhu Chen , William Yang Wang

A video-grounded dialogue system is required to understand both dialogue, which contains semantic dependencies from turn to turn, and video, which contains visual cues of spatial and temporal scene variations. Building such dialogue systems…

Artificial Intelligence · Computer Science 2021-06-15 Hung Le , Chinnadhurai Sankar , Seungwhan Moon , Ahmad Beirami , Alborz Geramifard , Satwik Kottur

In this work, we study computational approaches to detect online dialogic instructions, which are widely used to help students understand learning materials, and build effective study habits. This task is rather challenging due to the…

Computation and Language · Computer Science 2021-07-16 Yang Hao , Hang Li , Wenbiao Ding , Zhongqin Wu , Jiliang Tang , Rose Luckin , Zitao Liu

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

Current dialogue research primarily studies pairwise (two-party) conversations, and does not address the everyday setting where more than two speakers converse together. In this work, we both collect and evaluate multi-party conversations…

Computation and Language · Computer Science 2023-06-12 Jimmy Wei , Kurt Shuster , Arthur Szlam , Jason Weston , Jack Urbanek , Mojtaba Komeili

Pragmatic reasoning plays a pivotal role in deciphering implicit meanings that frequently arise in real-life conversations and is essential for the development of communicative social agents. In this paper, we introduce a novel challenge,…

Computation and Language · Computer Science 2023-06-21 Hengli Li , Song-Chun Zhu , Zilong Zheng

An important component of any generation system is the mapping dictionary, a lexicon of elementary semantic expressions and corresponding natural language realizations. Typically, labor-intensive knowledge-based methods are used to…

Computation and Language · Computer Science 2007-05-23 Regina Barzilay , Lillian Lee

Large language models increasingly rely on explicit reasoning chains and can produce multiple plausible responses for a given context. We study the candidate sampler that produces the set of plausible responses contrasting the ancestral…

Computation and Language · Computer Science 2025-09-23 Sergey Troshin , Irina Saparina , Antske Fokkens , Vlad Niculae

We first propose a new task named Dialogue Description (Dial2Desc). Unlike other existing dialogue summarization tasks such as meeting summarization, we do not maintain the natural flow of a conversation but describe an object or an action…

Computation and Language · Computer Science 2018-11-02 Haojie Pan , Junpei Zhou , Zhou Zhao , Yan Liu , Deng Cai , Min Yang

We release MMSMR, a Massively Multi-System MultiReference dataset to enable future work on metrics and evaluation for dialog. Automatic metrics for dialogue evaluation should be robust proxies for human judgments; however, the verification…

Computation and Language · Computer Science 2024-11-20 Huda Khayrallah , Zuhaib Akhtar , Edward Cohen , Jyothir S , João Sedoc

This paper deals with the automatic analysis of conversations between a customer and an agent in a call centre of a customer care service. The purpose of the analysis is to hypothesize themes about problems and complaints discussed in the…

Computation and Language · Computer Science 2019-01-01 Xavier Bost , Marc El Bèze , Renato De Mori

Recent advances in audio-language models have demonstrated remarkable success on short, segment-level speech tasks. However, real-world applications such as meeting transcription, spoken document understanding, and conversational analysis…

As humans, we experience the world with all our senses or modalities (sound, sight, touch, smell, and taste). We use these modalities, particularly sight and touch, to convey and interpret specific meanings. Multimodal expressions are…

Machine Learning · Computer Science 2022-05-17 Anirudh Sundar , Larry Heck

While voice technologies increasingly serve aging populations, current systems exhibit significant performance gaps due to inadequate training data capturing elderly-specific vocal characteristics like presbyphonia and dialectal variations.…

Computation and Language · Computer Science 2025-11-13 Yang Chen , Hui Wang , Shiyao Wang , Junyang Chen , Jiabei He , Jiaming Zhou , Xi Yang , Yequan Wang , Yonghua Lin , Yong Qin

Responses in task-oriented dialogue systems often realize multiple propositions whose ultimate form depends on the use of sentence planning and discourse structuring operations. For example a recommendation may consist of an explicitly…

Computation and Language · Computer Science 2018-11-05 Lena Reed , Shereen Oraby , Marilyn Walker

Multimodal Dialogue Response Generation (MDRG) is a recently proposed task where the model needs to generate responses in texts, images, or a blend of both based on the dialogue context. Due to the lack of a large-scale dataset specifically…

Artificial Intelligence · Computer Science 2024-08-13 Hee Suk Yoon , Eunseop Yoon , Joshua Tian Jin Tee , Kang Zhang , Yu-Jung Heo , Du-Seong Chang , Chang D. Yoo

Multi-modal multi-party conversation (MMC) is a less studied yet important topic of research due to that it well fits real-world scenarios and thus potentially has more widely-used applications. Compared with the traditional multi-modal…

Computation and Language · Computer Science 2024-12-24 Yueqian Wang , Xiaojun Meng , Yuxuan Wang , Jianxin Liang , Qun Liu , Dongyan Zhao

We predict discourse segment boundaries from linguistic features of utterances, using a corpus of spoken narratives as data. We present two methods for developing segmentation algorithms from training data: hand tuning and machine learning.…

cmp-lg · Computer Science 2008-02-03 Diane J. Litman , Rebecca J. Passonneau

Effective feedback is essential for refining instructional practices in mathematics education, and researchers often turn to advanced natural language processing (NLP) models to analyze classroom dialogues from multiple perspectives.…

Computation and Language · Computer Science 2025-08-05 Jannatun Naim , Jie Cao , Fareen Tasneem , Jennifer Jacobs , Brent Milne , James Martin , Tamara Sumner

Tables are often created with hierarchies, but existing works on table reasoning mainly focus on flat tables and neglect hierarchical tables. Hierarchical tables challenge existing methods by hierarchical indexing, as well as implicit…

Computation and Language · Computer Science 2022-03-29 Zhoujun Cheng , Haoyu Dong , Zhiruo Wang , Ran Jia , Jiaqi Guo , Yan Gao , Shi Han , Jian-Guang Lou , Dongmei Zhang