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Introducing common sense to natural language understanding systems has received increasing research attention. It remains a fundamental question on how to evaluate whether a system has a sense making capability. Existing benchmarks measures…

Artificial Intelligence · Computer Science 2020-04-27 Cunxiang Wang , Shuailong Liang , Yue Zhang , Xiaonan Li , Tian Gao

Conversational search has evolved as a new information retrieval paradigm, marking a shift from traditional search systems towards interactive dialogues with intelligent search agents. This change especially affects exploratory…

Computation and Language · Computer Science 2023-02-28 Phillip Schneider , Anum Afzal , Juraj Vladika , Daniel Braun , Florian Matthes

Future intelligent autonomous systems (IAS) are inevitably deciding on moral and legal questions, e.g. in self-driving cars, health care or human-machine collaboration. As decision processes in most modern sub-symbolic IAS are hidden, the…

Computers and Society · Computer Science 2020-08-17 Christoph Benzmüller , Bertram Lomfeld

This paper explores the potential of constructing an AI spoken dialogue system that "thinks how to respond" and "thinks how to speak" simultaneously, which more closely aligns with the human speech production process compared to the current…

Computation and Language · Computer Science 2023-09-21 Xinyu Zhou , Delong Chen , Yudong Chen

Large language models (LLMs) are excellent at maintaining high-level, convincing dialogue, but it remains unclear whether their persuasive success reflects genuine understanding of the discourse. We examine this question through informal…

Computation and Language · Computer Science 2026-04-21 Adrian de Wynter , Tangming Yuan

Recent advances in AI reasoning models provide unprecedented transparency into their decision-making processes, transforming them from traditional black-box systems into models that articulate step-by-step chains of thought rather than…

Software Engineering · Computer Science 2025-03-04 Christoph Treude , Raula Gaikovina Kula

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…

Computation and Language · Computer Science 2022-04-22 Zijun Xue , Ruirui Li , Mingda Li

Artificial Intelligence (AI) is being increasingly used to develop systems that produce intelligent solutions. However, there is a major concern that whether the systems built will be trusted by humans. In order to establish trust in AI…

Artificial Intelligence · Computer Science 2020-05-13 Quratul-ain Mahesar , Simon Parsons

Human-AI decision making is becoming increasingly ubiquitous, and explanations have been proposed to facilitate better Human-AI interactions. Recent research has investigated the positive impact of explanations on decision subjects'…

Human-Computer Interaction · Computer Science 2023-05-02 Mireia Yurrita , Agathe Balayn , Ujwal Gadiraju

Human conversation is a complex mechanism with subtle nuances. It is hence an ambitious goal to develop artificial intelligence agents that can participate fluently in a conversation. While we are still far from achieving this goal, recent…

Computer Vision and Pattern Recognition · Computer Science 2018-03-30 Unnat Jain , Svetlana Lazebnik , Alexander Schwing

Users interacting with voice assistants today need to phrase their requests in a very specific manner to elicit an appropriate response. This limits the user experience, and is partly due to the lack of reasoning capabilities of dialogue…

Computation and Language · Computer Science 2022-03-22 Yi-Lin Tuan , Sajjad Beygi , Maryam Fazel-Zarandi , Qiaozi Gao , Alessandra Cervone , William Yang Wang

In conversational QA, models have to leverage information in previous turns to answer upcoming questions. Current approaches, such as Question Rewriting, struggle to extract relevant information as the conversation unwinds. We introduce the…

Computation and Language · Computer Science 2022-04-11 Marco Del Tredici , Xiaoyu Shen , Gianni Barlacchi , Bill Byrne , Adrià de Gispert

Conversational assistants process personal data and must comply with data protection regulations that require providers to be transparent with users about how their data is handled. Transparency, in a legal sense, demands preciseness,…

Human-Computer Interaction · Computer Science 2025-02-04 Anna Leschanowsky , Farnaz Salamatjoo , Zahra Kolagar , Birgit Popp

To develop general-purpose collaborative agents, humans need reliable AI systems that can (1) adapt to new domains and (2) transparently reason with uncertainty to allow for verification and correction. Black-box models demonstrate powerful…

Computation and Language · Computer Science 2025-04-07 Kate Sanders , Benjamin Van Durme

Despite end-to-end neural systems making significant progress in the last decade for task-oriented as well as chit-chat based dialogue systems, most dialogue systems rely on hybrid approaches which use a combination of rule-based, retrieval…

Computation and Language · Computer Science 2021-05-07 Ashish Shrivastava , Kaustubh Dhole , Abhinav Bhatt , Sharvani Raghunath

Explainability in AI is gaining attention in the computer science community in response to the increasing success of deep learning and the important need of justifying how such systems make predictions in life-critical applications. The…

Artificial Intelligence · Computer Science 2020-03-03 David Tuckey , Alessandra Russo , Krysia Broda

Event commonsense reasoning requires the ability to reason about the relationship between events, as well as infer implicit context underlying that relationship. However, data scarcity makes it challenging for language models to learn to…

Computation and Language · Computer Science 2024-06-25 Tianqing Fang , Zeming Chen , Yangqiu Song , Antoine Bosselut

It remains an open question whether incorporating external knowledge benefits commonsense reasoning while maintaining the flexibility of pretrained sequence models. To investigate this question, we develop generated knowledge prompting,…

Computation and Language · Computer Science 2022-09-30 Jiacheng Liu , Alisa Liu , Ximing Lu , Sean Welleck , Peter West , Ronan Le Bras , Yejin Choi , Hannaneh Hajishirzi

Recently, large language models have facilitated the emergence of highly intelligent conversational AI capable of engaging in human-like dialogues. However, a notable distinction lies in the fact that these AI models predominantly generate…

Human-Computer Interaction · Computer Science 2025-10-13 Jijie Zhou , Yuhan Hu

Question answer generation using Natural Language Processing models is ubiquitous in the world around us. It is used in many use cases such as the building of chat bots, suggestive prompts in google search and also as a way of navigating…

Computation and Language · Computer Science 2023-11-28 Shashidhar Reddy Javaji , Haoran Hu , Sai Sameer Vennam , Vijaya Gajanan Buddhavarapu