HIGHLIGHTS Proposed Hybrid Word Embedding (HWE) models for Efficient Text classification. Data Sparsity issue is reduced using WordNet repository along with proposed model. Optimal model derived based on the Performance evaluation

WordNet is an essential resource in Natural language processing. A lexical database like WordNet has a variety of practical applications like machine translation, information retrieval and many more. The creation of a comprehensive WordNet requires many hands and minds working collaboratively. In addition WordNet creation and maintenance demands creation of a wide range of software tools. All t...

This paper presents the language resource management system for the development and dissemination of Asian WordNet (AWN) and its web service application. We develop the platform to establish a network for the cross language WordNet development. Each node of the network is designed for maintaining the WordNet for a language. Via the table that maps between each language WordNet and the Princeton...

WordNet plays a significant role in Linked Open Data (LOD) cloud. It has numerous application ranging from ontology annotation to ontology mapping. IndoWordNet is a linked WordNet connecting 18 Indian language WordNets with Hindi as a source WordNet. The Hindi WordNet was initially developed by linking it to English WordNet. In this paper, we present a data representation of IndoWordNet in Web ...

The diachronic study of the permanent WordNet sense keys reveals that the WordNet synonym sets have stayed very stable through every version of the lexical database since 1.5 (1995), even though the synset identifiers continually changed. In particular, contrary to expectations, 94.5% of the WordNet 1.5 synsets still persisted in the latest 2012 version, compared to only 89.2% of the correspond...

WordNet has rarely been applied to natural language generation, despite of its wide application in other fields. In this paper, we address three issues in the usage of WordNet in generation: adapting a general lexicon like WordNet to a specific application domain, how the information in WordNet can be used in generation, and augmenting WordNet with other types of knowledge that are helpful for ...

Czech Wordnet represents one of the national wordnets created during the EuroWordNet and Balkanet projects. However, the data contains various issues that affects the use of Czech Wordnet in NLP applications. Due to lack of resources, it was not possible to update Czech Wordnet thoroughly since the publication of the first version. In 2017, we have started a project to evaluate and update Czech...

In this paper we present the enrichment of the Integration of Semantic Resources based in WordNet (ISR-WN Enriched). This new proposal improves the previous one where several semantic resources such as SUMO, WordNet Domains and WordNet Affects were related, adding other semantic resources such as Semantic Classes and SentiWordNet. Firstly, the paper describes the architecture of this proposal e...

This paper discusses current versions of WordNet from a data modelling perspective. We show that these versions do not consider basic data model desiderata for their design, like flexibility, extensibility and interoperability. We claim that a data model for WordNet must also consider the inherent network structure of WordNet data. Thus we make the case for an RDF model for WordNet and present ...

WordNet is perhaps the most important and widely used lexical resource for natural language processing systems up to now. WordNet: An Electronic Lexical Database, edited by Christiane Fellbaum, discusses the design of WordNet from both theoretical and historical perspectives, provides an up-to-date description of the lexical database, and presents a set of applications of WordNet. The book cont...