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One of the biggest challenges in the development and deployment of spoken dialogue systems is the design of the spoken language generation module. This challenge arises from the need for the generator to adapt to many features of the…

Computation and Language · Computer Science 2011-11-02 F. Mairesse , R. Prasad , A. Stent , M. A. Walker

In the field of natural language processing, open-domain chatbots have emerged as an important research topic. However, a major limitation of existing open-domain chatbot research is its singular focus on short single-session dialogue,…

Computation and Language · Computer Science 2023-10-23 Jihyoung Jang , Minseong Boo , Hyounghun Kim

We propose MemoChat, a pipeline for refining instructions that enables large language models (LLMs) to effectively employ self-composed memos for maintaining consistent long-range open-domain conversations. We demonstrate a long-range…

Computation and Language · Computer Science 2023-08-24 Junru Lu , Siyu An , Mingbao Lin , Gabriele Pergola , Yulan He , Di Yin , Xing Sun , Yunsheng Wu

LLM-driven dialog systems are used in a diverse set of applications, ranging from healthcare to customer service. However, given their generalization capability, it is difficult to ensure that these chatbots stay within the boundaries of…

Computation and Language · Computer Science 2024-08-06 Stuti Agrawal , Nishi Uppuluri , Pranav Pillai , Revanth Gangi Reddy , Zoey Li , Gokhan Tur , Dilek Hakkani-Tur , Heng Ji

Role-playing games (RPGs) provide players with a rich, interactive world to explore. Dialogue serves as the primary means of communication between developers and players, manifesting in various forms such as guides, NPC interactions, and…

Computation and Language · Computer Science 2024-07-31 Navapat Nananukul , Wichayaporn Wongkamjan

Spoken dialogue systems (SDSs) have been separately developed under two different categories, task-oriented and chit-chat. The former focuses on achieving functional goals and the latter aims at creating engaging social conversations…

Computation and Language · Computer Science 2023-07-06 Ye Liu , Stefan Ultes , Wolfgang Minker , Wolfgang Maier

Conversational grounding is a collaborative mechanism for establishing mutual knowledge among participants engaged in a dialogue. This experimental study analyzes information-seeking conversations to investigate the capabilities of large…

Computation and Language · Computer Science 2024-06-05 Kristiina Jokinen , Phillip Schneider , Taiga Mori

Dialogue Act (DA) tagging is crucial for spoken language understanding systems, as it provides a general representation of speakers' intents, not bound to a particular dialogue system. Unfortunately, publicly available data sets with DA…

Computation and Language · Computer Science 2018-06-13 Stefano Mezza , Alessandra Cervone , Giuliano Tortoreto , Evgeny A. Stepanov , Giuseppe Riccardi

There is growing interest in the automated extraction of relevant information from clinical dialogues. However, it is difficult to collect and construct large annotated resources for clinical dialogue tasks. Recent developments in natural…

Computation and Language · Computer Science 2022-06-07 Zhengyuan Liu , Pavitra Krishnaswamy , Nancy F. Chen

Dialogue state modules are a useful component in a task-oriented dialogue system. Traditional methods find dialogue states by manually labeling training corpora, upon which neural models are trained. However, the labeling process can be…

Computation and Language · Computer Science 2020-08-14 Qingkai Min , Libo Qin , Zhiyang Teng , Xiao Liu , Yue Zhang

Skill routing is an important component in large-scale conversational systems. In contrast to traditional rule-based skill routing, state-of-the-art systems use a model-based approach to enable natural conversations. To provide supervision…

Machine Learning · Computer Science 2022-04-15 Mohammad Kachuee , Jinseok Nam , Sarthak Ahuja , Jin-Myung Won , Sungjin Lee

On-the-job learning consists in continuously learning while being used in production, in an open environment, meaning that the system has to deal on its own with situations and elements never seen before. The kind of systems that seem to be…

Computation and Language · Computer Science 2021-03-01 Mathilde Veron , Sophie Rosset , Olivier Galibert , Guillaume Bernard

This paper analyses language modeling in spoken dialogue systems for accessing a database. The use of several language models obtained by exploiting dialogue predictions gives better results than the use of a single model for the whole…

cmp-lg · Computer Science 2008-02-03 Cosmin Popovici , Paolo Baggia

This study analyzes changes in the attention mechanisms of large language models (LLMs) when used to understand natural conversations between humans (human-human). We analyze three use cases of LLMs: interactions over web content, code, and…

Computation and Language · Computer Science 2024-03-11 Toshish Jawale , Chaitanya Animesh , Sekhar Vallath , Kartik Talamadupula , Larry Heck

This study investigated effective strategies for developing a custom GPT to code classroom dialogue. While classroom dialogue is widely recognised as a crucial element of education, its analysis remains challenging due to the need for a…

Artificial Intelligence · Computer Science 2026-04-03 Luwei Bai , Dongkeun Han , Sara Hennessy

Open-domain chatbots are supposed to converse freely with humans without being restricted to a topic, task or domain. However, the boundaries and/or contents of open-domain conversations are not clear. To clarify the boundaries of…

Computation and Language · Computer Science 2022-11-28 A. Seza Doğruöz , Gabriel Skantze

Proactive dialogue systems aim to empower chatbots with the capability of leading conversations towards specific targets, thereby enhancing user engagement and service autonomy. Existing systems typically target pre-defined keywords or…

Computation and Language · Computer Science 2025-03-10 Bowen Wu , Wenqing Wang , Haoran Li , Ying Li , Jingsong Yu , Baoxun Wang

Recently, neural network based dialogue systems have become ubiquitous in our increasingly digitalized society. However, due to their inherent opaqueness, some recently raised concerns about using neural models are starting to be taken…

Computation and Language · Computer Science 2020-05-28 Haochen Liu , Zhiwei Wang , Tyler Derr , Jiliang Tang

Training and deploying the large language models requires a large mount of computational resource because the language models contain billions of parameters and the text has thousands of tokens. Another problem is that the large language…

Computer Vision and Pattern Recognition · Computer Science 2023-07-21 Yuanhao Gong

Cyber-physical systems like autonomous vehicles are tested in simulation before deployment, using domain-specific programs for scenario specification. To aid the testing of autonomous vehicles in simulation, we design a natural language…

Computation and Language · Computer Science 2025-09-09 Rimvydas Rubavicius , Antonio Valerio Miceli-Barone , Alex Lascarides , Subramanian Ramamoorthy
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