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 …
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 …
Generative language models for paragraph-level question generation
Powerful generative models have led to recent progress in question generation (QG).
However, it is difficult to measure advances in QG research since there are no standardized …
However, it is difficult to measure advances in QG research since there are no standardized …
On the ethical considerations of text simplification
S Gooding - arxiv preprint arxiv:2204.09565, 2022 - arxiv.org
This paper outlines the ethical implications of text simplification within the framework of
assistive systems. We argue that a distinction should be made between the technologies …
assistive systems. We argue that a distinction should be made between the technologies …
Beyond the chat: Executable and verifiable text-editing with llms
Conversational interfaces powered by Large Language Models (LLMs) have recently
become a popular way to obtain feedback during document editing. However, standard chat …
become a popular way to obtain feedback during document editing. However, standard chat …
Mirror: A novel approach for the automated evaluation of open-ended question generation
Automatic question generation is a critical task that involves evaluating question quality by
considering factors such as engagement, pedagogical value, and the ability to stimulate …
considering factors such as engagement, pedagogical value, and the ability to stimulate …
Teaching the pre-trained model to generate simple texts for text simplification
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 …
models to acquire the ability to generate simple texts. It can hurt the performance of pre …
CEFR-based sentence difficulty annotation and assessment
Controllable text simplification is a crucial assistive technique for language learning and
teaching. One of the primary factors hindering its advancement is the lack of a corpus …
teaching. One of the primary factors hindering its advancement is the lack of a corpus …
DEplain: A German parallel corpus with intralingual translations into plain language for sentence and document simplification
Text simplification is an intralingual translation task in which documents, or sentences of a
complex source text are simplified for a target audience. The success of automatic text …
complex source text are simplified for a target audience. The success of automatic text …
TS-ANNO: an annotation tool to build, annotate and evaluate text simplification corpora
We introduce TS-ANNO, an open-source web application for manual creation and for
evaluation of parallel corpora for text simplification. TS-ANNO can be used for i) sentence …
evaluation of parallel corpora for text simplification. TS-ANNO can be used for i) sentence …