Native Language Identification
Feature Space Selection and Combination for Native Language Identification
... We decribe the submissions made by the Na- tional Research Council Canada to the Native Language Identification (NLI) shared task. Our submissions rely on a Support Vector Ma- chine classifier, ...
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A Report on the First Native Language Identification Shared Task
... Native Language Identification, or NLI, is the task of automatically classifying the L1 of a writer based solely on his or her essay writ- ten in another ...a language, as well as authorship ...
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Fusion of Simple Models for Native Language Identification
... In this paper we describe the approaches we explored for the 2017 Native Language Identification shared task. We focused on simple word and sub-word units avoiding heavy use of hand-crafted features. ...
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Native Language Identification using Phonetic Algorithms
... Native Language Identification (NLI) is the task of automatically predicting the native language (L1) of a speaker given an unlabeled artifact such as a writing sample or speech ...
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CIC FBK Approach to Native Language Identification
... Native language identification (NLI) is a natural language processing (NLP) task that aims at au- tomatically identifying the native language (L1) of a language learner ...
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A Portuguese Native Language Identification Dataset
... for Native Language Identification (NLI), the task of identifying an author’s first language based on their sec- ond language ...Portuguese, native speakers of the following L1s: ...
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The Power of Character N grams in Native Language Identification
... Native Language Identification (NLI) is the task of identifying a writer’s native language (L1) based on their writings in another ...their native language and apply them ...
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Ensemble Methods for Native Language Identification
... Our team—Uvic-NLP—explored and evaluated a variety of lexical features for Native Language Identification (NLI) within the framework of ensemble methods. Using a subset of the highest- performing ...
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Classifier Stacking for Native Language Identification
... Native language identification (NLI) is the task of determining an author’s native language (L1) based on their writings in a second language ...particular language ...
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Anglicized Words and Misspelled Cognates in Native Language Identification
... the native language of an es- say’s author through the task of native lan- guage ...towards native language identification remains significant at all ...
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Exploring Optimal Voting in Native Language Identification
... of Native Language Identification con- sists of predicting the native (L1) language of a foreign speaker, from textual and speech clues in a second (L2) ...in language learning ...
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The Role of Emotions in Native Language Identification
... Native Language Identification (NLI) is the task of identifying the native language (L1) of a person based on his/her writing in the second language ...
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Native Language Identification on Text and Speech
... This paper presents an ensemble system combining the output of multiple SVM classifiers to native language identification (NLI). The system was submitted to the NLI Shared Task 2017 fusion track ...
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Exploiting Parse Structures for Native Language Identification
... cluding native language, have drawn attention in recent years, via various machine learn- ing approaches utilising mostly lexical fea- ...the native language of an author, this paper explores ...
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Simple Yet Powerful Native Language Identification on TOEFL11
... Native language identification (NLI) is the task to determine the native language of the author based on an essay written in a second ...
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Can characters reveal your native language? A language independent approach to native language identification
... authorship identification or plagiarism detection is to rely on features like words, part-of-speech tags, stems, or some other high-level lin- guistic ...of native language ...in native lan- ...
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Feature Extraction for Native Language Identification Using Language Modeling
... Native Language Identification can be used in educational ...to language learners about their ...the native language can be used as a feature for authorship analysis (Sta- ...
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Neural Networks and Spelling Features for Native Language Identification
... We present the RUG-SU team’s submis- sion at the Native Language Identification Shared Task 2017. We combine several approaches into an ensemble, based on spelling error features, a simple neural ...
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Norwegian Native Language Identification
... Native Language Identification (NLI) is the task of identifying a writer’s native language (L1) based only on their writings in a second language (the ...identifying ...
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A Report on the 2017 Native Language Identification Shared Task
... Native Language Identification (NLI) is the task of automatically identifying the native language (L1) of an individual based on their language production in a learned ...
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