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Scoring Lexical Entailment with a Supervised Directional Similarity Network [PDF]

open access: yesAnnual Meeting of the Association for Computational Linguistics, 2018
We present the Supervised Directional Similarity Network, a novel neural architecture for learning task-specific transformation functions on top of general-purpose word embeddings. Relying on only a limited amount of supervision from task-specific scores
Marek Rei, D. Gerz, Ivan Vulic
semanticscholar   +1 more source

Enhancing Text Similarity Measurement with Hybrid Siamese Neural Networks and Lexical Features [PDF]

open access: yesAdvances in Engineering and Intelligence Systems
Accurately measuring text similarity holds significant importance in various text-centric applications, including text clustering, information retrieval, and question/answer systems.
Bei Zhou
doaj   +1 more source

Breaking the boundaries: the power of ligatures in visual-word recognition

open access: yesFrontiers in Psychology, 2023
IntroductionCurrent neurobiological-inspired models of visual-word recognition propose that letter detectors in the word recognition system can tolerate some variations in the visual form of the letters.
María Fernández-López   +3 more
doaj   +1 more source

Model of Lexico-Semantic Bonds between Texts for Creating Their Similarity Metrics and Developing Statistical Clustering Algorithm

open access: yesAlgorithms, 2023
To solve the problem of text clustering according to semantic groups, we suggest using a model of a unified lexico-semantic bond between texts and a similarity matrix based on it.
Liliya Demidova   +3 more
doaj   +1 more source

Text: now in 2D! A framework for lexical expansion with contextual similarity

open access: yesJournal of Language Modelling, 2013
A new metaphor of two-dimensional text for data-driven semantic modeling of natural language is proposed, which provides an entirely new angle on the representation of text: not only syntagmatic relations are annotated in the text, but also paradigmatic ...
Chris Biemann, Martin Riedl
doaj   +1 more source

LexRank: Graph-based Lexical Centrality as Salience in Text Summarization [PDF]

open access: yesJournal of Artificial Intelligence Research, 2004
We introduce a stochastic graph-based method for computing relative importance of textual units for Natural Language Processing. We test the technique on the problem of Text Summarization (TS).
Günes Erkan, Dragomir R. Radev
semanticscholar   +1 more source

A Synchronic Lexical Study of Gbe Language Varieties: The Effects of Different Similarity Judgment Criteria

open access: yesLinguistic Discovery, 2005
In the context of a synchronic lexical study of the Gbe varieties of West Africa, this paper explores the question whether the use of different criteria sets to judge the similarity of lexical features in different language varieties yields the same or ...
Angela Kluge
doaj   +1 more source

Methodological control: creation of a corpus for studies on the lexical processing of bilingual and multilingual individuals

open access: yesGragoatá, 2018
Studies about multilingual lexical access use lexical decision tasks comparing the processing of cognate and non-cognate words to investigate whether there is co-activation of languages when multilinguals process words in a single language. To understand
Nalim Barbosa Pinto   +1 more
doaj   +1 more source

Focus perception in Japanese: Effects of lexical accent and focus location.

open access: yesPLoS ONE, 2022
This study explored the contexts in which native Japanese listeners have difficulty identifying prosodic focus. Using a 4AFC identification task, we compared native Japanese listeners' focus identification accuracy in different lexical accent × focus ...
Albert Lee, Faith Chiu, Yi Xu
doaj   +1 more source

Shared Language: Linguistic Similarity in an Algebra Discussion Forum

open access: yesComputers, 2023
Academic discourse communities and learning circles are characterized by collaboration, sharing commonalities in terms of social interactions and language.
Michelle P. Banawan   +5 more
doaj   +1 more source

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