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Recent advancements in large language models have demonstrated that extended inference through techniques can markedly improve performance, yet these gains come with increased computational costs and the propagation of inherent biases found…

Computation and Language · Computer Science 2025-02-10 Edward Hong Wang , Cynthia Xin Wen

Emphasis is a crucial component in human communication, which indicates the speaker's intention and implication beyond pure text in dialogue. While Large Language Models (LLMs) have revolutionized natural language processing, their ability…

Computation and Language · Computer Science 2024-10-01 Guan-Ting Lin , Hung-yi Lee

Speech summarisation techniques take human speech as input and then output an abridged version as text or speech. Speech summarisation has applications in many domains from information technology to health care, for example improving speech…

Computation and Language · Computer Science 2020-08-28 Dana Rezazadegan , Shlomo Berkovsky , Juan C. Quiroz , A. Baki Kocaballi , Ying Wang , Liliana Laranjo , Enrico Coiera

In an ever-expanding world of domain-specific knowledge, the increasing complexity of consuming, and storing information necessitates the generation of summaries from large information repositories. However, every persona of a domain has…

Computation and Language · Computer Science 2024-06-10 Ankan Mullick , Sombit Bose , Rounak Saha , Ayan Kumar Bhowmick , Pawan Goyal , Niloy Ganguly , Prasenjit Dey , Ravi Kokku

Conventional dialogue summarization methods directly generate summaries and do not consider user's specific interests. This poses challenges in cases where the users are more focused on particular topics or aspects. With the advancement of…

Computation and Language · Computer Science 2024-08-02 Bin Wang , Zhengyuan Liu , Nancy F. Chen

Abstractive conversation summarization has received much attention recently. However, these generated summaries often suffer from insufficient, redundant, or incorrect content, largely due to the unstructured and complex characteristics of…

Computation and Language · Computer Science 2021-04-20 Jiaao Chen , Diyi Yang

In the last decade, crowdsourcing has become a popular method for conducting quantitative empirical studies in human-machine interaction. The remote work on a given task in crowdworking settings suits the character of typical…

Human-Computer Interaction · Computer Science 2024-11-19 Annalena Aicher , Stefan Hillmann , Isabel Feustel , Thilo Michael , Sebastian Möller , Wolfgang Minker

Argumentative dialogues across political divides can reduce polarization, yet opportunities for citizens to engage with opposing views in accessible and structured ways remain limited. AI dialogue partners offer a scalable framework for…

Computers and Society · Computer Science 2026-05-25 Jianlong Zhu , Syed Muhammad Jhon Raza Naqvi , Carolin-Theresa Ziemer , Usman Naseem , Ingmar Weber

This study examines conversational business analytics, an approach that utilizes AI to address the technical competency gaps that hinder end users from effectively using traditional self-service analytics. By facilitating natural language…

Artificial Intelligence · Computer Science 2025-02-25 Adem Alparslan

Abstractive dialogue summarization is a challenging task for several reasons. First, most of the important pieces of information in a conversation are scattered across utterances through multi-party interactions with different textual…

Computation and Language · Computer Science 2024-10-28 Seolhwa Lee , Kisu Yang , Chanjun Park , João Sedoc , Heuiseok Lim

This study investigates the ability of GPT models (ChatGPT, GPT-4 and GPT-4o) to generate dialogue summaries that adhere to human guidelines. Our evaluation involved experimenting with various prompts to guide the models in complying with…

Computation and Language · Computer Science 2025-10-07 Yongxin Zhou , Fabien Ringeval , François Portet

AI-driven chatbots such as ChatGPT have caused a tremendous hype lately. For BPM applications, several applications for AI-driven chatbots have been identified to be promising to generate business value, including explanation of process…

Computation and Language · Computer Science 2024-01-19 Nataliia Klievtsova , Janik-Vasily Benzin , Timotheus Kampik , Juergen Mangler , Stefanie Rinderle-Ma

Conversational AI chatbots are transforming industries by streamlining customer service, automating transactions, and enhancing user engagement. However, evaluating these systems remains a challenge, particularly in financial services,…

Computers and Society · Computer Science 2025-02-11 Shailja Gupta , Rajesh Ranjan , Surya Narayan Singh

Artificial intelligence and machine learning algorithms have become ubiquitous. Although they offer a wide range of benefits, their adoption in decision-critical fields is limited by their lack of interpretability, particularly with textual…

Machine Learning · Computer Science 2023-01-27 Diego Antognini

This position paper suggests that progress with automatic summarising demands a better research methodology and a carefully focussed research strategy. In order to develop effective procedures it is necessary to identify and respond to the…

cmp-lg · Computer Science 2007-05-23 Karen Sparck Jones

The ability of a machine to communicate with humans has long been associated with the general success of AI. This dates back to Alan Turing's epoch-making work in the early 1950s, which proposes that a machine's intelligence can be tested…

Computation and Language · Computer Science 2020-02-03 Jiwei Li

Crises in peer review capacity, study replication, and AI-fabricated science have intensified interest in automated tools for assessing scientific research. However, the scientific community has a history of decontextualizing and…

Computers and Society · Computer Science 2026-01-16 Carole J. Lee

Virtual Personal Assistants like Siri have great potential but such developments hit the fundamental problem of how to make computational devices that understand human speech. Natural language understanding is one of the more disappointing…

Computation and Language · Computer Science 2021-05-25 Peter Wallis

Conversational AI assistants are becoming popular and question-answering is an important part of any conversational assistant. Using relevant utterances as features in question-answering has shown to improve both the precision and recall…

Computation and Language · Computer Science 2020-04-09 Soham Parikh , Quaizar Vohra , Mitul Tiwari