paper-with-me

홈 › Papers

Document-Level Text Simplification: Dataset, Criteria and Baseline

2021-10-11 · EMNLP 2021 11 · Renliang Sun, Hanqi Jin, Xiaojun Wan

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, which aims to simplify a document consisting of multiple sentences. Based on Wikipedia dumps, we first construct a large-scale dataset named D-Wikipedia and perform analysis and human evaluation on it to show that the dataset is reliable. Then, we propose a new automatic evaluation metric called D-SARI that is more suitable for the document-level simplification task. Finally, we select several representative models as baseline models for this task and perform automatic evaluation and human evaluation. We analyze the results and point out the shortcomings of the baseline models.

📄 PDF Abstract BibTeX arXiv:2110.05071

Code (1)

rlsnlp/document-level-text-simplification 공식 구현

Tasks

SentenceText Simplification

Similar Papers 제목 키워드 기반

Context-Aware Document Simplification

2023-05-10 · Liam Cripwell, Joël Legrand, Claire Gardent

To date, most work on text simplification has focused on sentence-level inputs. Early attempts at document simplification merely applied these approaches iteratively over the sentences of a document. However, this fails …

SentenceText Simplification

Progressive Document-level Text Simplification via Large Language Models

2025-01-07 · Dengzhao Fang, Jipeng Qiang, Yi Zhu, Yunhao Yuan 외

Research on text simplification has primarily focused on lexical and sentence-level changes. Long document-level simplification (DS) is still relatively unexplored. Large Language Models (LLMs), like ChatGPT, have excell…

Document SummarizationSentenceText Simplification

SWiPE: A Dataset for Document-Level Simplification of Wikipedia Pages

2023-05-30 · Philippe Laban, Jesse Vig, Wojciech Kryscinski, Shafiq Joty 외

Text simplification research has mostly focused on sentence-level simplification, even though many desirable edits - such as adding relevant background information or reordering content - may require document-level conte…

ArticlesSentenceText Simplification

LLM-Guided Planning and Summary-Based Scientific Text Simplification: DS@GT at CLEF 2025 SimpleText

2025-08-15 · Krishna Chaitanya Marturi, Heba H. Elwazzan arxiv

In this paper, we present our approach for the CLEF 2025 SimpleText Task 1, which addresses both sentence-level and document-level scientific text simplification. For sentence-level simplification, our methodology employ…

Text Simplification

A New Dataset and Efficient Baselines for Document-level Text Simplification in German

2021-11-01 · EMNLP (newsum) 2021 11 · Annette Rios, Nicolas Spring, Tannon Kew, Marek Kostrzewa 외

The task of document-level text simplification is very similar to summarization with the additional difficulty of reducing complexity. We introduce a newly collected data set of German texts, collected from the Swiss new…

ArticlesText Simplification