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 …

Typos that Broke the RAG's Back: Genetic Attack on RAG Pipeline by Simulating Documents in the Wild via Low-level Perturbations

S Cho, S Jeong, J Seo, T Hwang, JC Park - arXiv preprint arXiv …, 2024 - arxiv.org
The robustness of recent Large Language Models (LLMs) has become increasingly crucial
as their applicability expands across various domains and real-world applications. Retrieval …

Can Knowledge Graphs Simplify Text?

A Colas, H Ma, X He, Y Bai, DZ Wang - Proceedings of the 32nd ACM …, 2023 - dl.acm.org
Knowledge Graph (KG)-to-Text Generation has seen recent improvements in generating
fluent and informative sentences which describe a given KG. As KGs are widespread across …

Context-aware document simplification

L Cripwell, J Legrand, C Gardent - arXiv preprint arXiv:2305.06274, 2023 - arxiv.org
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 …

Self-Ensemble of N-best Generation Hypotheses by Lexically Constrained Decoding

R Miyano, T Kajiwara, Y Arase - Proceedings of the 2023 …, 2023 - aclanthology.org
We propose a method that ensembles N-best hypotheses to improve natural language
generation. Previous studies have achieved notable improvements in generation quality by …

Lexically constrained decoding with edit operation prediction for controllable text simplification

T Zetsu, T Kajiwara, Y Arase - Proceedings of the Workshop on …, 2022 - aclanthology.org
Controllable text simplification assists language learners by automatically rewriting complex
sentences into simpler forms of a target level. However, existing methods tend to perform …

SimpLex: a lexical text simplification architecture

CO Truică, AI Stan, ES Apostol - Neural Computing and Applications, 2023 - Springer
Text simplification (TS) is the process of generating easy-to-understand sentences from a
given sentence or piece of text. The aim of TS is to reduce both the lexical (which refers to …

Syntax-guided controllable sentence simplification

L Wang, A Wumaier, T Yibulayin, M Maimaiti - Neurocomputing, 2024 - Elsevier
Sentence simplification is to rephrase a sentence into a form that is easier to read and
understand while preserving its essential meaning and information. Recently, monolingual …

Edit-Constrained Decoding for Sentence Simplification

T Zetsu, Y Arase, T Kajiwara - arXiv preprint arXiv:2409.19247, 2024 - arxiv.org
We propose edit operation based lexically constrained decoding for sentence simplification.
In sentence simplification, lexical paraphrasing is one of the primary procedures for rewriting …

Optimizing Chinese Lexical Simplification Across Word Types: A Hybrid Approach

ZH Xiao, J Gong, S Wang, W Song - Proceedings of the 2024 …, 2024 - aclanthology.org
This paper addresses the task of Chinese Lexical Simplification (CLS). A key challenge in
CLS is the scarcity of data resources. We begin by evaluating the performance of various …