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Natural language generation (NLG) is a critical component in spoken dialogue systems. Classic NLG can be divided into two phases: (1) sentence planning: deciding on the overall sentence structure, (2) surface realization: determining…

Computation and Language · Computer Science 2018-08-10 Shang-Yu Su , Kai-Ling Lo , Yi-Ting Yeh , Yun-Nung Chen

Code-Switching, a common phenomenon in written text and conversation, has been studied over decades by the natural language processing (NLP) research community. Initially, code-switching is intensively explored by leveraging linguistic…

Computation and Language · Computer Science 2023-05-26 Genta Indra Winata , Alham Fikri Aji , Zheng-Xin Yong , Thamar Solorio

Natural language processing covers a wide variety of tasks predicting syntax, semantics, and information content, and usually each type of output is generated with specially designed architectures. In this paper, we provide the simple…

Computation and Language · Computer Science 2020-05-05 Zhengbao Jiang , Wei Xu , Jun Araki , Graham Neubig

Natural language provides a widely accessible and expressive interface for robotic agents. To understand language in complex environments, agents must reason about the full range of language inputs and their correspondence to the world.…

Computation and Language · Computer Science 2017-10-03 Stephanie Zhou , Alane Suhr , Yoav Artzi

As a fundamental NLP task, semantic role labeling (SRL) aims to discover the semantic roles for each predicate within one sentence. This paper investigates how to incorporate syntactic knowledge into the SRL task effectively. We present…

Computation and Language · Computer Science 2019-10-25 Yue Zhang , Rui Wang , Luo Si

Understanding the current research trends, problems, and their innovative solutions remains a bottleneck due to the ever-increasing volume of scientific articles. In this paper, we propose NLPExplorer, a completely automatic portal for…

Information Retrieval · Computer Science 2023-05-23 Monarch Parmar , Naman Jain , Pranjali Jain , P Jayakrishna Sahit , Soham Pachpande , Shruti Singh , Mayank Singh

Natural language processing is a branch of computer science that combines artificial intelligence with linguistics. It aims to analyze a language element such as writing or speaking with software and convert it into information. Considering…

Computation and Language · Computer Science 2021-01-28 Kadir Tohma , Yakup Kutlu

Language is highly structured, with syntactic and semantic structures, to some extent, agreed upon by speakers of the same language. With implicit or explicit awareness of such structures, humans can learn and use language efficiently and…

Computation and Language · Computer Science 2024-10-23 Freda Shi

Cardiovascular diseases are becoming increasingly prevalent in modern society, with a profound impact on global health and well-being. These Cardiovascular disorders are complex and multifactorial, influenced by genetic predispositions,…

Computation and Language · Computer Science 2025-10-23 Kailai Yang , Yan Leng , Xin Zhang , Tianlin Zhang , Paul Thompson , Bernard Keavney , Maciej Tomaszewski , Sophia Ananiadou

In the NLP community, recent years have seen a surge of research activities that address machines' ability to perform deep language understanding which goes beyond what is explicitly stated in text, rather relying on reasoning and knowledge…

Computation and Language · Computer Science 2020-02-27 Shane Storks , Qiaozi Gao , Joyce Y. Chai

We present iNLTK, an open-source NLP library consisting of pre-trained language models and out-of-the-box support for Data Augmentation, Textual Similarity, Sentence Embeddings, Word Embeddings, Tokenization and Text Generation in 13 Indic…

Computation and Language · Computer Science 2021-02-15 Gaurav Arora

We study the task of semantic parse correction with natural language feedback. Given a natural language utterance, most semantic parsing systems pose the problem as one-shot translation where the utterance is mapped to a corresponding…

Computation and Language · Computer Science 2020-06-03 Ahmed Elgohary , Saghar Hosseini , Ahmed Hassan Awadallah

Materials science literature contains millions of materials synthesis procedures described in unstructured natural language text. Large-scale analysis of these synthesis procedures would facilitate deeper scientific understanding of…

Computation and Language · Computer Science 2019-07-16 Sheshera Mysore , Zach Jensen , Edward Kim , Kevin Huang , Haw-Shiuan Chang , Emma Strubell , Jeffrey Flanigan , Andrew McCallum , Elsa Olivetti

Many search systems work with large amounts of natural language data, e.g., search queries, user profiles, and documents. Building a successful search system requires a thorough understanding of textual data semantics, where deep learning…

Information Retrieval · Computer Science 2021-08-31 Weiwei Guo , Xiaowei Liu , Sida Wang , Michaeel Kazi , Zhiwei Wang , Zhoutong Fu , Jun Jia , Liang Zhang , Huiji Gao , Bo Long

Technical documents contain a fair amount of unnatural language, such as tables, formulas, pseudo-codes, etc. Unnatural language can be an important factor of confusing existing NLP tools. This paper presents an effective method of…

Information Retrieval · Computer Science 2017-03-20 Myungha Jang , Jinho D. Choi , James Allan

We review the scholarly contributions that utilise Natural Language Processing (NLP) techniques to support the design process. Using a heuristic approach, we gathered 223 articles that are published in 32 journals within the period…

Computation and Language · Computer Science 2022-07-05 L Siddharth , Lucienne T. M. Blessing , Jianxi Luo

Interactive semantic parsing based on natural language (NL) feedback, where users provide feedback to correct the parser mistakes, has emerged as a more practical scenario than the traditional one-shot semantic parsing. However, prior work…

Computation and Language · Computer Science 2023-06-06 Hao Yan , Saurabh Srivastava , Yintao Tai , Sida I. Wang , Wen-tau Yih , Ziyu Yao

We survey Natural Language Processing (NLP) approaches to summarizing, simplifying, and generating patents' text. While solving these tasks has important practical applications - given patents' centrality in the R&D process - patents'…

Computation and Language · Computer Science 2022-05-27 Silvia Casola , Alberto Lavelli

Natural Language Processing (NLP) and especially natural language text analysis have seen great advances in recent times. Usage of deep learning in text processing has revolutionized the techniques for text processing and achieved…

Information Retrieval · Computer Science 2020-07-07 Ramchandra Joshi , Purvi Goel , Raviraj Joshi

In this paper we propose a learning paradigm for the problem of understanding spoken language. The basis of the work is in a formalization of the understanding problem as a communication problem. This results in the definition of a…

cmp-lg · Computer Science 2008-02-03 Roberto Pieraccini , Esther Levin