Lexical complexity prediction: An overview

K North, M Zampieri, M Shardlow - ACM Computing Surveys, 2023 - dl.acm.org
The occurrence of unknown words in texts significantly hinders reading comprehension. To
improve accessibility for specific target populations, computational modeling has been …

Controllable text simplification with explicit paraphrasing

M Maddela, F Alva-Manchego, W Xu - arxiv preprint arxiv:2010.11004, 2020 - arxiv.org
Text Simplification improves the readability of sentences through several rewriting
transformations, such as lexical paraphrasing, deletion, and splitting. Current simplification …

Code and named entity recognition in stackoverflow

J Tabassum, M Maddela, W Xu, A Ritter - arxiv preprint arxiv:2005.01634, 2020 - arxiv.org
There is an increasing interest in studying natural language and computer code together, as
large corpora of programming texts become readily available on the Internet. For example …

Semeval-2021 task 1: Lexical complexity prediction

M Shardlow, R Evans, GH Paetzold… - arxiv preprint arxiv …, 2021 - arxiv.org
This paper presents the results and main findings of SemEval-2021 Task 1-Lexical
Complexity Prediction. We provided participants with an augmented version of the CompLex …

Lsbert: Lexical simplification based on bert

J Qiang, Y Li, Y Zhu, Y Yuan, Y Shi… - IEEE/ACM transactions …, 2021 - ieeexplore.ieee.org
Lexical simplification (LS) aims at replacing complex words with simpler alternatives. LS
commonly consists of three main steps: complex word identification, substitute generation …

Lexical simplification with pretrained encoders

J Qiang, Y Li, Y Zhu, Y Yuan, X Wu - … of the AAAI Conference on Artificial …, 2020 - aaai.org
Lexical simplification (LS) aims to replace complex words in a given sentence with their
simpler alternatives of equivalent meaning. Recently unsupervised lexical simplification …

Deep learning approaches to lexical simplification: A survey

K North, T Ranasinghe, M Shardlow… - Journal of Intelligent …, 2024 - Springer
Lexical Simplification (LS) is the task of substituting complex words within a sentence for
simpler alternatives while maintaining the sentence's original meaning. LS is the lexical …

Controllable text simplification with lexical constraint loss

D Nishihara, T Kajiwara, Y Arase - … of the 57th annual meeting of …, 2019 - aclanthology.org
We propose a method to control the level of a sentence in a text simplification task. Text
simplification is a monolingual translation task translating a complex sentence into a simpler …

ALEXSIS: a dataset for lexical simplification in Spanish

D Ferrés, H Saggion - … of the Thirteenth Language Resources and …, 2022 - aclanthology.org
Lexical Simplification is the process of reducing the lexical complexity of a text by replacing
difficult words with easier to read (or understand) expressions while preserving the original …

Teaching the pre-trained model to generate simple texts for text simplification

R Sun, W Xu, X Wan - arxiv preprint arxiv:2305.12463, 2023 - arxiv.org
Randomly masking text spans in ordinary texts in the pre-training stage hardly allows
models to acquire the ability to generate simple texts. It can hurt the performance of pre …