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Combining Transformer Embeddings with Linguistic Features for Complex Word Identification
ArticleAbstract: Identifying which words present in a text may be difficult to understand by common readers is a wellPalabras claves:features fusion, Lexical complexity pbkp_rediction, Lexical Complexity Prediction, linguistic features, pre-trained large language modelsAutores:César Espin-Riofrio, Jenny Alexandra Ortiz-Zambrano, Montejo-Ráez A.Fuentes:googlescopusLexical Complexity Assessment of Spanish in Ecuadorian Public Documents
ArticleAbstract: This study presents a comprehensive assessment of lexical complexity (LC) in texts from Ecuadorian pPalabras claves:Deep learning, Lexical Complexity Prediction, linguistic features, Public DocumentsAutores:César Espin-Riofrio, Jenny Alexandra Ortiz-Zambrano, Montejo-Ráez A.Fuentes:scopusDeep Encodings vs. Linguistic Features in Lexical Complexity Prediction
ArticleAbstract: In this work, we present a novel approach to lexical complexity prediction (LCP) that combines diverPalabras claves:Lexical Complexity Prediction, linguistic features, transformer, Word embeddingsAutores:César Espin-Riofrio, Jenny Alexandra Ortiz-Zambrano, Montejo-Ráez A.Fuentes:scopusEnhancing Lexical Complexity Prediction Through Few-Shot Learning with GPT-3
OtherAbstract: This paper describes an experiment to evaluate the ability of the GPT-3 language model to classify tPalabras claves:Few-shot learning, GPT-3, Lexical Complexity PredictionAutores:César Espin-Riofrio, Jenny Alexandra Ortiz-Zambrano, Montejo-Ráez A.Fuentes:scopusSINAI Participation in SimpleText Task 2 at CLEF 2024: Zero-shot Prompting on GPT-4-Turbo for Lexical Complexity Prediction
OtherAbstract: In this article, we present our participation in Tasks 2.1 and 2.2 of the SimpleText track of CLEF 2Palabras claves:Auto-regressive models, GPT-4 Turbo, Lexical Complexity Prediction, Prompting, Zero-Shot learningAutores:César Espin-Riofrio, Jenny Alexandra Ortiz-Zambrano, Montejo-Ráez A.Fuentes:scopusSINAI Participation in SimpleText Task 2 at CLEF 2023: GPT-3 in Lexical Complexity Prediction for General Audience
OtherAbstract: In this paper our participation in the CLEF 2023 SimpleText track’s Task 2.1 and 2.2 is described. IPalabras claves:Auto-regressive models, Few-shot learning, GPT-3, Lexical Complexity Prediction, Prompting, Zero-Shot learningAutores:César Espin-Riofrio, Jenny Alexandra Ortiz-Zambrano, Montejo-Ráez A.Fuentes:scopus