DEplain: A German parallel corpus with intralingual translations into plain language for sentence and document simplification

R Stodden, O Momen, L Kallmeyer - arXiv preprint arXiv:2305.18939, 2023 - arxiv.org
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 …

Dancing between success and failure: Edit-level simplification evaluation using SALSA

D Heineman, Y Dou, M Maddela, W Xu - arXiv preprint arXiv:2305.14458, 2023 - arxiv.org
Large language models (eg, GPT-4) are uniquely capable of producing highly rated text
simplification, yet current human evaluation methods fail to provide a clear understanding of …

SWiPE: A dataset for document-level simplification of Wikipedia pages

P Laban, J Vig, W Kryscinski, S Joty, C Xiong… - arXiv preprint arXiv …, 2023 - arxiv.org
Text simplification research has mostly focused on sentence-level simplification, even
though many desirable edits-such as adding relevant background information or reordering …

On operations in automatic text simplification

R Cardon, A Bibal - Proceedings of the Second Workshop on Text …, 2023 - aclanthology.org
This paper explores the literature of automatic text simplification (ATS) centered on the
notion of operations. Operations are the processed of applying certain modifications to a …

This Reference Does Not Exist: An Exploration of LLM Citation Accuracy and Relevance

C Byun, P Vasicek, K Seppi - … of the Third Workshop on Bridging …, 2024 - aclanthology.org
Citations are a fundamental and indispensable part of research writing. They provide
support and lend credibility to research findings. Recent GPT-fueled interest in large …

Reading Between the Lines: A dataset and a study on why some texts are tougher than others

N Khallaf, C Eugeni, S Sharoff - arXiv preprint arXiv:2501.01796, 2025 - arxiv.org
Our research aims at better understanding what makes a text difficult to read for specific
audiences with intellectual disabilities, more specifically, people who have limitations in …

SIERA: An Evaluation Metric for Text Simplification using the Ranking Model and Data Augmentation by Edit Operations

H Yamanaka, T Tokunaga - Proceedings of the 3rd Workshop on …, 2024 - aclanthology.org
Automatic evaluation metrics are indispensable for text simplification (TS) research. The past
TS research adopts three evaluation aspects: fluency, meaning preservation and simplicity …

Enhancing the understanding of clinical trials with a sentence-level simplification dataset

L Campillos-Llanos, R Bartolomé… - 2024 - digital.csic.es
[EN] We introduce a dataset with 1200 manually simplified sentences (144 019 tokens) from
clinical trials in Spanish. A total of 1040 announcements from the European Clinical Trials …

The Simplification of the Language of Public Administration: The Case of Ombudsman Institutions

G González Delgado, B Navarro Colorado - 2024 - rua.ua.es
Language produced by Public Administrations has crucial implications in citizens' lives.
However, its syntactic complexity and the use of legal jargon, among other factors, make it …

[PDF][PDF] Exploring Language Structured Prediction in Resource-limited Scenarios

Z Zhang - 2023 - lti.cmu.edu
In natural language processing (NLP), many tasks involve structured prediction: predicting
structured outputs consisting of a group of interdependent variables. This allows extracting …