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A survey of automated methods for biomedical text simplification
Objective Plain language in medicine has long been advocated as a way to improve patient
understanding and engagement. As the field of Natural Language Processing has …
understanding and engagement. As the field of Natural Language Processing has …
[PDF][PDF] Automatic text simplification for social good: Progress and challenges
S Štajner - Findings of the Association for Computational …, 2021 - aclanthology.org
Since the late 1990s, automatic text simplification (ATS) was promoted as a natural
language processing (NLP) task with great potential to make texts more accessible to …
language processing (NLP) task with great potential to make texts more accessible to …
LENS: A learnable evaluation metric for text simplification
Training learnable metrics using modern language models has recently emerged as a
promising method for the automatic evaluation of machine translation. However, existing …
promising method for the automatic evaluation of machine translation. However, existing …
The (un) suitability of automatic evaluation metrics for text simplification
In order to simplify sentences, several rewriting operations can be performed, such as
replacing complex words per simpler synonyms, deleting unnecessary information, and …
replacing complex words per simpler synonyms, deleting unnecessary information, and …
BLEU is not suitable for the evaluation of text simplification
BLEU is widely considered to be an informative metric for text-to-text generation, including
Text Simplification (TS). TS includes both lexical and structural aspects. In this paper we …
Text Simplification (TS). TS includes both lexical and structural aspects. In this paper we …
Data-driven sentence simplification: Survey and benchmark
Sentence Simplification (SS) aims to modify a sentence in order to make it easier to read
and understand. In order to do so, several rewriting transformations can be performed such …
and understand. In order to do so, several rewriting transformations can be performed such …
MUSS: Multilingual unsupervised sentence simplification by mining paraphrases
Progress in sentence simplification has been hindered by a lack of labeled parallel
simplification data, particularly in languages other than English. We introduce MUSS, a …
simplification data, particularly in languages other than English. We introduce MUSS, a …
EASSE: Easier automatic sentence simplification evaluation
We introduce EASSE, a Python package aiming to facilitate and standardise automatic
evaluation and comparison of Sentence Simplification (SS) systems. EASSE provides a …
evaluation and comparison of Sentence Simplification (SS) systems. EASSE provides a …
ASSET: A dataset for tuning and evaluation of sentence simplification models with multiple rewriting transformations
In order to simplify a sentence, human editors perform multiple rewriting transformations:
they split it into several shorter sentences, paraphrase words (ie replacing complex words or …
they split it into several shorter sentences, paraphrase words (ie replacing complex words or …
Controllable text simplification with explicit paraphrasing
Text Simplification improves the readability of sentences through several rewriting
transformations, such as lexical paraphrasing, deletion, and splitting. Current simplification …
transformations, such as lexical paraphrasing, deletion, and splitting. Current simplification …