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arXiv research

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169,291 papers · 148 categories

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3 results for “synsets”

A Visual Distance for WordNetcs.CL

Visual distance for WordNet synsets using deep learning features.

problem Measuring distances between concepts in WordNet.

method Extract visual features from ImageNet-trained CNNs and use them to represent synsets, defining a new distance measure.

result The proposed visual distance measure outperforms traditional lexical distances.

WordNet synsets visual features deep learning distance measure

2018-04-24abs ↗pdf ↗

Persian Wordnet Construction using Supervised Learningcs.CL

Paper builds a Persian wordnet using supervised learning.

problem Creating an accurate Persian wordnet.

method Used a Persian corpus and bi-lingual dictionary to generate initial links. Trained a classification system on a set of correct instances to discriminate correct from incorrect links.

result Achieved state-of-the-art results with a precision of 91.18%.

Persian wordnet supervised learning classification synsets FarsNet

2017-04-11abs ↗pdf ↗

Learning Taxonomies of Concepts and not Words using Contextualized Word Representations: A Position Papercs.CL

This paper proposes using contextualized word representations for better concept taxonomies.

problem Current taxonomy learning systems define concepts as single words, limiting their semantic understanding.

method Defines concepts as synsets, learns density-based approximations of contextualized word representations, and measures similarity and hypernymy.

result Contextualized word representations can improve the accuracy of concept taxonomies.

Taxonomy Learning Concepts Contextualized Word Representations Synsets Density-Based Approximations

2019-01-31abs ↗pdf ↗