Controllable sentence simplification
Text simplification aims at making a text easier to read and understand by simplifying
grammar and structure while keeping the underlying information identical. It is often …
grammar and structure while keeping the underlying information identical. It is often …
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 …
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 …
transformations, such as lexical paraphrasing, deletion, and splitting. Current simplification …
Controllable sentence simplification with a unified text-to-text transfer transformer
Recently, a large pre-trained language model called T5 (A Unified Text-to-Text Transfer
Transformer) has achieved state-of-the-art performance in many NLP tasks. However, no …
Transformer) has achieved state-of-the-art performance in many NLP tasks. However, no …
Revisiting non-English text simplification: A unified multilingual benchmark
Recent advancements in high-quality, large-scale English resources have pushed the
frontier of English Automatic Text Simplification (ATS) research. However, less work has …
frontier of English Automatic Text Simplification (ATS) research. However, less work has …
Document-level text simplification: Dataset, criteria and baseline
Text simplification is a valuable technique. However, current research is limited to sentence
simplification. In this paper, we define and investigate a new task of document-level text …
simplification. In this paper, we define and investigate a new task of document-level text …
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 …
simplification is a monolingual translation task translating a complex sentence into a simpler …
Flesch-kincaid is not a text simplification evaluation metric
T Tanprasert, D Kauchak - Proceedings of the 1st Workshop on …, 2021 - aclanthology.org
Sentence-level text simplification is currently evaluated using both automated metrics and
human evaluation. For automatic evaluation, a combination of metrics is usually employed to …
human evaluation. For automatic evaluation, a combination of metrics is usually employed to …
An imitation learning curriculum for text editing with non-autoregressive models
We propose a framework for training non-autoregressive sequence-to-sequence models for
editing tasks, where the original input sequence is iteratively edited to produce the output …
editing tasks, where the original input sequence is iteratively edited to produce the output …
Document-level planning for text simplification
L Cripwell, J Legrand, C Gardent - … of the European Chapter of the …, 2023 - hal.science
Most existing work on text simplification is limited to sentence-level inputs, with attempts to
iteratively apply these approaches to document-level simplification failing to coherently …
iteratively apply these approaches to document-level simplification failing to coherently …