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Measuring the quality of public deliberation requires evaluating not only civility or argument structure, but also the informational progress of a conversation. We introduce a framework for Conversational Information Gain (CIG) that…

Computation and Language · Computer Science 2026-04-21 Ming-Bin Chen , Jey Han Lau , Lea Frermann

We introduce quantitative metrics for child language acquisition to evaluate language models. Our focus is on the formal syntactic and functional discourse properties of determiners in English, which young children acquire early and…

Computation and Language · Computer Science 2026-05-28 Héctor Javier Vázquez Martínez , Charles Yang

Evaluating meeting effectiveness is crucial for improving organizational productivity. Current approaches rely on post-hoc surveys that yield a single coarse-grained score for an entire meeting. The reliance on manual assessment is…

Computation and Language · Computer Science 2026-04-21 Yihang Li , Chenhui Chu

Interactions involving children span a wide range of important domains from learning to clinical diagnostic and therapeutic contexts. Automated analyses of such interactions are motivated by the need to seek accurate insights and offer…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-13 Anfeng Xu , Kevin Huang , Tiantian Feng , Helen Tager-Flusberg , Shrikanth Narayanan

To address an important gap in creating children's stories for vocabulary enrichment, we investigate the automatic evaluation of how well stories convey the semantics of target vocabulary words, a task with substantial implications for…

Computation and Language · Computer Science 2024-12-24 Maria Valentini , Téa Wright , Ali Marashian , Jennifer Weber , Eliana Colunga , Katharina von der Wense

Conversational search (CS) has recently become a significant focus of the information retrieval (IR) research community. Multiple studies have been conducted which explore the concept of conversational search. Understanding and advancing…

Human-Computer Interaction · Computer Science 2021-04-09 Abhishek Kaushik , Gareth J. F. Jones

We present pathways of investigation regarding conversational user interfaces (CUIs) for children in the classroom. We highlight anticipated challenges to be addressed in order to advance knowledge on CUIs for children. Further, we discuss…

Human-Computer Interaction · Computer Science 2021-12-02 Garrett Allen , Jie Yang , Maria Soledad Pera , Ujwal Gadiraju

This paper proposes a theoretical framework which models the information provided by retrieval systems in terms of Information Theory. The proposed framework allows to formalize: (i) system effectiveness as an information theoretic…

Information Retrieval · Computer Science 2018-09-17 Enrique Amigó , Fernando Giner , Stefano Mizzaro , Damiano Spina

Various conceptual and descriptive models of conversational search have been proposed in the literature -- while useful, they do not provide insights into how interaction between the agent and user would change in response to the costs and…

Information Retrieval · Computer Science 2022-01-24 Leif Azzopardi , Mohammad Aliannejadi , Evangelos Kanoulas

In this paper, we identify challenges in children's current information retrieval process, and propose conversational robots as an opportunity to ease this process in a responsible way. Tools children currently use in this process, such as…

Information Retrieval · Computer Science 2021-06-16 T. Beelen , E. Velner , R. Ordelman , K. P. Truong , V. Evers , T. Huibers

The world's healthcare systems and mental health agencies face both a growing demand for youth mental health services, alongside a simultaneous challenge of limited resources. Here, we focus on frontline crisis support, where Crisis…

We propose a method for training language models in an interactive setting inspired by child language acquisition. In our setting, a speaker attempts to communicate some information to a listener in a single-turn dialogue and receives a…

Computation and Language · Computer Science 2025-05-12 Lennart Stöpler , Rufat Asadli , Mitja Nikolaus , Ryan Cotterell , Alex Warstadt

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…

Information Retrieval · Computer Science 2024-05-07 Weronika Łajewska , Damiano Spina , Johanne Trippas , Krisztian Balog

Children efficiently acquire language not just by listening, but by interacting with others in their social environment. Conversely, large language models are typically trained with next-word prediction on massive amounts of text. Motivated…

Computation and Language · Computer Science 2025-09-22 Jonas Mayer Martins , Ali Hamza Bashir , Muhammad Rehan Khalid , Lisa Beinborn

Implicit generative models, which do not return likelihood values, such as generative adversarial networks and diffusion models, have become prevalent in recent years. While it is true that these models have shown remarkable results,…

Machine Learning · Computer Science 2022-06-23 Eyal Betzalel , Coby Penso , Aviv Navon , Ethan Fetaya

Psychiatric intake is a sequential, high-stakes information-gathering process in which clinicians must decide what to ask, in what order, and how to interpret incomplete or ambiguous responses under limited time. Despite growing interest in…

Computation and Language · Computer Science 2026-04-29 Guan Gui , Peter Zandi , Jacob Taylor , Ananya Joshi

Despite the increasing effectiveness of language models, their reasoning capabilities remain underdeveloped. In particular, causal reasoning through counterfactual question answering is lacking. This work aims to bridge this gap. We first…

Computation and Language · Computer Science 2025-03-18 Alihan Hüyük , Xinnuo Xu , Jacqueline Maasch , Aditya V. Nori , Javier González

Recent advances in spoken language technologies and the introduction of many customer facing products, have given rise to a wide customer reliance on smart personal assistants for many of their daily tasks. In this paper, we present a…

Information Retrieval · Computer Science 2018-10-02 Rasool Fakoor , Amanjit Kainth , Siamak Shakeri , Christopher Winestock , Abdel-rahman Mohamed , Ruhi Sarikaya

In the first year of life, infants' speech perception becomes attuned to the sounds of their native language. Many accounts of this early phonetic learning exist, but computational models predicting the attunement patterns observed in…

Computation and Language · Computer Science 2020-08-10 Yevgen Matusevych , Thomas Schatz , Herman Kamper , Naomi H. Feldman , Sharon Goldwater

Use of speech models for automatic speech processing tasks can improve efficiency in the screening, analysis, diagnosis and treatment in medicine and psychiatry. However, the performance of pre-processing speech tasks like segmentation and…

Computation and Language · Computer Science 2022-04-26 Sneha Das , Nicole Nadine Lønfeldt , Anne Katrine Pagsberg , Line. H. Clemmensen
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