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Related papers: Building Natural-Language Generation Systems

200 papers

Natural language understanding (NLU) and natural language generation (NLG) are both critical research topics in the NLP field. Natural language understanding is to extract the core semantic meaning from the given utterances, while natural…

Computation and Language · Computer Science 2020-05-01 Shang-Yu Su , Chao-Wei Huang , Yun-Nung Chen

Advances in Natural Language Processing (NLP) have the potential to transform HR processes, from recruitment to employee management. While recent breakthroughs in NLP have generated significant interest in its industrial applications, a…

Computation and Language · Computer Science 2025-03-26 Naoki Otani , Nikita Bhutani , Estevam Hruschka

Natural language generation (NLG) plays a critical role in spoken dialogue systems. This paper presents a new approach to NLG by using recurrent neural networks (RNN), in which a gating mechanism is applied before RNN computation. This…

Computation and Language · Computer Science 2017-07-12 Van-Khanh Tran , Le-Minh Nguyen

In this article we present a novel system for natural language generation (NLG) of Spanish sentences from a minimum set of meaningful words (such as nouns, verbs and adjectives) which, unlike other state-of-the-art solutions, performs the…

The aim of the project presented in this paper is to design a system for an NLG architecture, which supports the documentation process of eBusiness models. A major task is to enrich the formal description of an eBusiness model with…

Artificial Intelligence · Computer Science 2007-05-23 Manuela Kunze , Dietmar Roesner

Natural-language generation (NLG) techniques can be used to automatically produce technical documentation from a domain knowledge base and linguistic and contextual models. We discuss this application of NLG technology from both a technical…

cmp-lg · Computer Science 2008-02-03 Ehud Reiter , Chris Mellish , John Levine

Natural language processing for programming aims to use NLP techniques to assist programming. It is increasingly prevalent for its effectiveness in improving productivity. Distinct from natural language, a programming language is highly…

Computation and Language · Computer Science 2023-08-08 Qingfu Zhu , Xianzhen Luo , Fang Liu , Cuiyun Gao , Wanxiang Che

Natural language generation (NLG) is a critical component in conversational systems, owing to its role of formulating a correct and natural text response. Traditionally, NLG components have been deployed using template-based solutions.…

This paper summarises the experimental setup and results of the first shared task on end-to-end (E2E) natural language generation (NLG) in spoken dialogue systems. Recent end-to-end generation systems are promising since they reduce the…

Computation and Language · Computer Science 2018-11-22 Ondřej Dušek , Jekaterina Novikova , Verena Rieser

Slang is a commonly used type of informal language that poses a daunting challenge to NLP systems. Recent advances in large language models (LLMs), however, have made the problem more approachable. While LLM agents are becoming more widely…

Computation and Language · Computer Science 2025-09-22 Siyang Wu , Zhewei Sun

Natural language generation (NLG) is a process within artificial intelligence where computer systems produce human-comprehensible language texts from information. English as a foreign language (EFL) students' use of NLG tools might…

Computers and Society · Computer Science 2023-06-02 David James Woo , Yanzhi Wang , Hengky Susanto , Kai Guo

We propose a unified neural network architecture and learning algorithm that can be applied to various natural language processing tasks including: part-of-speech tagging, chunking, named entity recognition, and semantic role labeling. This…

Machine Learning · Computer Science 2011-03-03 Ronan Collobert , Jason Weston , Leon Bottou , Michael Karlen , Koray Kavukcuoglu , Pavel Kuksa

Natural language generation (NLG) is an essential component of task-oriented dialogue systems. Despite the recent success of neural approaches for NLG, they are typically developed for particular domains with rich annotated training…

Computation and Language · Computer Science 2019-05-15 Fei Mi , Minlie Huang , Jiyong Zhang , Boi Faltings

Evaluating natural language generation (NLG) is a vital but challenging problem in natural language processing. Traditional evaluation metrics mainly capturing content (e.g. n-gram) overlap between system outputs and references are far from…

Computation and Language · Computer Science 2025-05-15 Mingqi Gao , Xinyu Hu , Jie Ruan , Xiao Pu , Xiaojun Wan

Neural natural language generation (NLG) models have recently shown remarkable progress in fluency and coherence. However, existing studies on neural NLG are primarily focused on surface-level realizations with limited emphasis on logical…

Computation and Language · Computer Science 2020-04-29 Wenhu Chen , Jianshu Chen , Yu Su , Zhiyu Chen , William Yang Wang

Recent years have seen a number of proposals for performing Natural Language Generation (NLG) based in large part on statistical techniques. Despite having many attractive features, we argue that these existing approaches nonetheless have…

Computation and Language · Computer Science 2020-12-29 Xiao Li , Kees van Deemter , Chenghua Lin

Recent advances of powerful Language Models have allowed Natural Language Generation (NLG) to emerge as an important technology that can not only perform traditional tasks like summarisation or translation, but also serve as a natural…

Computation and Language · Computer Science 2023-07-31 Joris Baan , Nico Daheim , Evgenia Ilia , Dennis Ulmer , Haau-Sing Li , Raquel Fernández , Barbara Plank , Rico Sennrich , Chrysoula Zerva , Wilker Aziz

Natural language processing (NLP) systems have become a central technology in communication, education, medicine, artificial intelligence, and many other domains of research and development. While the performance of NLP methods has grown…

Computation and Language · Computer Science 2021-10-14 Damián Blasi , Antonios Anastasopoulos , Graham Neubig

Incorporating linguistic, world and common sense knowledge into AI/NLP systems is currently an important research area, with several open problems and challenges. At the same time, processing and storing this knowledge in lexical resources…

Computation and Language · Computer Science 2018-07-03 Jose Camacho-Collados , Luis Espinosa-Anke , Mohammad Taher Pilehvar

This literature review focuses on the use of Natural Language Generation (NLG) to automatically detect and generate persuasive texts. Extending previous research on automatic identification of persuasion in text, we concentrate on…

Computation and Language · Computer Science 2021-01-15 Sebastian Duerr , Peter A. Gloor