[PDF] Top 20 BERT based Lexical Substitution
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BERT based Lexical Substitution
... novel BERT-based lexical substitution approach, moti- vated by that BERT (Devlin et ...use BERT to predict the word at the ...allows BERT to take a balanced consideration ... See full document
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LexSubNC: A Dataset of Lexical Substitution for Nominal Compounds
... Frequency is used as a predictor of human familiarity with a word, assuming that the higher the frequency the more familiar the compound. The association strength is used as an indication of the conventionality of a ... See full document
8
Language Transfer Learning for Supervised Lexical Substitution
... full lexical substitution task, whereas Table 4 shows results for the ranking-only ...are based on the target lexeme, so that no two instances for the same target word are in dif- ferent ... See full document
12
A Simple Word Embedding Model for Lexical Substitution
... the lexical substitution task of SemEval-2007 (McCarthy and Navigli, 2007), denoted here LS-SE, is the most widely used for the evaluation of lexical ...instance, based on manual ... See full document
7
Investigating Lexical Substitution Scoring for Subtitle Generation
... knowledge based thesaurus such as WordNet with distributional statistical information such as (Lin, 1998), overcoming the known deficiencies of each method ...ori substitution likelihood captures the ... See full document
8
A Comparison of Context sensitive Models for Lexical Substitution
... We analyzed the behavior of different word and context representations in an in-context substitute rank- ing task. The compared methods differ as to the type of similarity they consider between words (target-to- ... See full document
12
Unsupervised Cross Lingual Lexical Substitution
... Cross-Lingual Lexical Substi- tution can be performed in a totally unsupervised manner, if a parallel corpus is ...method based on semantic clustering to the SemEval-2010 CLLS ... See full document
11
Personalized Substitution Ranking for Lexical Simplification
... other lexical sub- stitution corpora such as the 2007 English Lexi- cal Substitution shared task (McCarthy and Nav- igli, 2009) and CoInCo (Kremer et ... See full document
10
Metaheuristic Approaches to Lexical Substitution and Simplification
... The good R@n scores when using the original ordering indicate that the D-Bees–based system is (quite serendipitously) predisposed to select- ing simple substitutes and ranking them relatively highly. We note that ... See full document
11
Probabilistic models of similarity in syntactic context
... the lexical substitution models of Dinu and Lapata ...of lexical choice, yielding a probabilistic analogue to dependency-based models of contextual ...English Lexical ... See full document
11
Direct Word Sense Matching for Lexical Substitution
... is based on the assumption that typical contexts in which both the source and target words appear correspond to their matching ...for lexical substitution because they allow us to recognize whether ... See full document
8
Sense annotating a Lexical Substitution Data Set with Ubyline
... To our knowledge, only two sense annotation tools work with GermaNet. The first of these is KiC, which was used to produce the MuchMore data set. It does not appear to have been publically released, though a brief ... See full document
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Extending the gold standard for a lexical substitution task: is it worth it?
... French, based on the results of the ...the lexical sub- stitution task for two main reasons: first, finding a lexical substitute for a target word in the context of a sentence is a fairly difficult ... See full document
5
What Substitutes Tell Us Analysis of an “All Words” Lexical Substitution Corpus
... co-occurrences based on dependency triples, ex- plicitly recording syntactic role information within the vectors; (b) syntactically filtered models also use dependency-based co-occurrence information, but ... See full document
10
D Tree Substitution Grammars
... In this paper, we describe a formalism based on tree descriptions called d-tree substitution grammars DSG.. 5 The elementary tree descriptions in DSG can be used to describe lexical item[r] ... See full document
36
PIC a Different Word: A Simple Model for Lexical Substitution in Context
... In this work, we limit our comparisons to the model of Melamud et al. (2015b), a method which performs nearly state-of-art, is extremely easy to implement, and is a good testbed for focused hy- potheses. They propose a ... See full document
6
A Contrastive Study of Cohesive Devices Used in Pre-university and Headway Textbooks
... analyzed, lexical cohesion in English and Persian abstracts based on Seddigh and Yarmohamadi’s (1996) lexical cohesion ...of lexical cohesion in their ...and substitution analysis ... See full document
12
Unsupervised Ranked Cross Lingual Lexical Substitution for Low Resource Languages
... cross-lingual lexical substitution can also give an advantage over a context-free ranking using lemma frequency, despite the lack of resources typically used by other CLLS ... See full document
9
BACANAL: Short Length Random Walks For Lexical Analysis, Application to lexical substitution (BACANAL : Balades Aléatoires Courtes pour ANAlyses Lexicales Application à la substitution lexicale) [in French]
... Abstract. In this paper, we propose word sense disambiguation methods based on lexical substitution and used for the task 1 of the SemDis2014 workshop. This methods are run by using short random ... See full document
12
Supervised All Words Lexical Substitution using Delexicalized Features
... supervised lexical substitu- tion system that does not use separate clas- sifiers per word and is therefore applicable to any word in the ...word-specific substitution patterns, a global model for ... See full document
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