Extending WordNet with Fine-Grained Collocational Information via Supervised Distributional Learning
WordNet is probably the best known lexical resource in Natural Language Processing. While it is widely regarded as a high quality repository of concepts and semantic relations, updating and extending it manually is costly. One important type of relation which could potentially add enormous value to WordNet is the inclusion of collocational information, which is paramount in tasks such as Machine Translation, Natural Language Generation and Second Language Learning. In this paper, we present ColWordNet (CWN), an extended WordNet version with fine-grained collocational information, automatically introduced thanks to a method exploiting linear relations between analogous sense-level embeddings spaces. We perform both intrinsic and extrinsic evaluations, and release CWN for the use and scrutiny of the community.
Code (0)
등록된 구현이 없습니다.
Tasks
Machine TranslationSemantic Textual SimilaritySentiment AnalysisText GenerationTranslationWord EmbeddingsWord Sense DisambiguationSimilar Papers 제목 키워드 기반
Enriching plWordNet with morphology
In the paper, we present the process of adding morphological information to the Polish WordNet (plWordNet). We describe the reasons for this connection and the intuitions behind it. We also draw attention to the specific…
SpecificityTowards a principled approach to sense clustering – a case study of wordnet and dictionary senses in Danish
Our aim is to develop principled methods for sense clustering which can make existing lexical resources practically useful in NLP – not too fine-grained to be operational and yet finegrained enough to be worth the troubl…
ClusteringWord Sketches for Turkish
Word sketches are one-page, automatic, corpus-based summaries of a word's grammatical and collocational behaviour. In this paper we present word sketches for Turkish. Until now, word sketches have been generated using a …
Dependency ParsingLanguage ModellingExtending Wordnet to Geological Times
This paper describes work extending Princeton WordNet to the domain of geological texts, associated with the time periods of the geological eras of the Earth History. We intend this extension to be considered as an examp…
Wordnet extension made simple: A multilingual lexicon-based approach using wiki resources
In this paper, we propose a simple methodology for building or extending wordnets using easily extractible lexical knowledge from Wiktionary and Wikipedia. This method relies on a large multilingual translation/synonym g…
TranslationWord Sense Disambiguation