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Recent progress in Large Language Models (LLMs) and language agents has demonstrated significant promise for various future applications across multiple disciplines. While traditional approaches to language agents often rely on fixed,…

计算与语言 · 计算机科学 2024-06-18 Lukas Vierling , Jie Fu , Kai Chen

Large Language Models (LLMs) have revolutionized open-domain dialogue agents but encounter challenges in multi-character role-playing (MCRP) scenarios. To address the issue, we present Neeko, an innovative framework designed for efficient…

计算与语言 · 计算机科学 2024-12-17 Xiaoyan Yu , Tongxu Luo , Yifan Wei , Fangyu Lei , Yiming Huang , Hao Peng , Liehuang Zhu

One approach for multilingual data-to-text generation is to translate grammatical configurations upfront from the source language into each target language. These configurations are then used by a surface realizer and in document planning…

Conversational systems should generate diverse language forms to interact fluently and accurately with users. In this context, Natural Language Generation (NLG) engines convert Meaning Representations (MRs) into sentences, directly…

计算与语言 · 计算机科学 2026-04-01 Alain Vázquez , Maria Inés Torres

User simulators (USs) are commonly used to train task-oriented dialogue systems (DSs) via reinforcement learning. The interactions often take place on semantic level for efficiency, but there is still a gap from semantic actions to natural…

In this paper, we propose a robot oriented knowledge management system based on the use of the Prolog language. Our framework hinges on a special organisation of knowledge base that enables: 1. its efficient population from natural language…

机器人学 · 计算机科学 2023-09-27 Enrico Saccon , Ahmet Tikna , Davide De Martini , Edoardo Lamon , Marco Roveri , Luigi Palopoli

We introduce CGA, a conditional VAE architecture, to control, generate, and augment text. CGA is able to generate natural English sentences controlling multiple semantic and syntactic attributes by combining adversarial learning with a…

计算与语言 · 计算机科学 2020-10-05 Giuseppe Russo , Nora Hollenstein , Claudiu Musat , Ce Zhang

Language is a ubiquitous tool that is foundational to reasoning and collaboration, ranging from everyday interactions to sophisticated problem-solving tasks. The establishment of a common language can serve as a powerful asset in ensuring…

人工智能 · 计算机科学 2025-08-12 Dom Huh , Prasant Mohapatra

Natural language generation (NLG) is the key technology to achieve generative artificial intelligence (AI). With the breakthroughs in large language models (LLMs), NLG has been widely used in various medical applications, demonstrating the…

计算与语言 · 计算机科学 2025-05-08 Mengxian Lyu , Xiaohan Li , Ziyi Chen , Jinqian Pan , Cheng Peng , Sankalp Talankar , Yonghui Wu

We present Social Agent, a novel framework for synthesizing realistic and contextually appropriate co-speech nonverbal behaviors in dyadic conversations. In this framework, we develop an agentic system driven by a Large Language Model (LLM)…

图形学 · 计算机科学 2025-10-07 Zeyi Zhang , Yanju Zhou , Heyuan Yao , Tenglong Ao , Xiaohang Zhan , Libin Liu

Generative AI models have shown impressive performance on many Natural Language Processing tasks such as language understanding, reasoning, and language generation. An important question being asked by the AI community today is about the…

Virtual assistants such as Google Assistant, Amazon Alexa, and Apple Siri enable users to interact with a large number of services and APIs on the web using natural language. In this work, we investigate two methods for Natural Language…

计算与语言 · 计算机科学 2020-11-17 Mihir Kale , Abhinav Rastogi

Verbal and non-verbal human reaction generation is a challenging task, as different reactions could be appropriate for responding to the same behaviour. This paper proposes the first multiple and multimodal (verbal and nonverbal)…

计算机视觉与模式识别 · 计算机科学 2023-07-07 Jiaqi Xu , Cheng Luo , Weicheng Xie , Linlin Shen , Xiaofeng Liu , Lu Liu , Hatice Gunes , Siyang Song

We propose a software architecture designed to ease the implementation of dialogue systems. The Modular Architecture for Conversational Agents (MACA) uses a plug-n-play style that allows quick prototyping, thereby facilitating the…

人工智能 · 计算机科学 2017-05-04 Hoai Phuoc Truong , Prasanna Parthasarathi , Joelle Pineau

We present an automatic text expansion system to generate English sentences, which performs automatic Natural Language Generation (NLG) by combining linguistic rules with statistical approaches. Here, "automatic" means that the system can…

Dialogue systems need to produce responses that realize multiple types of dialogue acts (DAs) with high semantic fidelity. In the past, natural language generators (NLGs) for dialogue were trained on large parallel corpora that map from a…

计算与语言 · 计算机科学 2023-07-28 Angela Ramirez , Karik Agarwal , Juraj Juraska , Utkarsh Garg , Marilyn A. Walker

Consistency is one of the major challenges faced by dialogue agents. A human-like dialogue agent should not only respond naturally, but also maintain a consistent persona. In this paper, we exploit the advantages of natural language…

人工智能 · 计算机科学 2021-03-23 Haoyu Song , Wei-Nan Zhang , Jingwen Hu , Ting Liu

The natural language generation (NLG) module in a task-oriented dialogue system produces user-facing utterances conveying required information. Thus, it is critical for the generated response to be natural and fluent. We propose to…

计算与语言 · 计算机科学 2020-05-07 Chenguang Zhu

Recent deep learning models have shown improving results to natural language generation (NLG) irrespective of providing sufficient annotated data. However, a modest training data may harm such models performance. Thus, how to build a…

计算与语言 · 计算机科学 2018-11-13 Van-Khanh Tran , Le-Minh Nguyen

In a dialogue system pipeline, a natural language generation (NLG) unit converts the dialogue direction and content to a corresponding natural language realization. A recent trend for dialogue systems is to first pre-train on large datasets…

计算与语言 · 计算机科学 2021-05-25 Philipp Ennen , Yen-Ting Lin , Ali Girayhan Ozbay , Ferdinando Insalata , Maolin Li , Ye Tian , Sepehr Jalali , Da-shan Shiu