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Lexical Simplification (LS) automatically replaces difficult to read words for easier alternatives while preserving a sentence's original meaning. LS is a precursor to Text Simplification with the aim of improving text accessibility to…

计算与语言 · 计算机科学 2024-02-26 Kai North , Tharindu Ranasinghe , Matthew Shardlow , Marcos Zampieri

Even in highly-developed countries, as many as 15-30\% of the population can only understand texts written using a basic vocabulary. Their understanding of everyday texts is limited, which prevents them from taking an active role in society…

计算与语言 · 计算机科学 2022-09-13 Sanja Stajner , Daniel Ferres , Matthew Shardlow , Kai North , Marcos Zampieri , Horacio Saggion

Text is by far the most ubiquitous source of knowledge and information and should be made easily accessible to as many people as possible; however, texts often contain complex words that hinder reading comprehension and accessibility.…

计算与语言 · 计算机科学 2023-07-06 Kim Cheng Sheang , Horacio Saggion

Lexical simplification (LS) aims to replace complex words in a given sentence with their simpler alternatives of equivalent meaning. Recently unsupervised lexical simplification approaches only rely on the complex word itself regardless of…

计算与语言 · 计算机科学 2020-10-30 Jipeng Qiang , Yun Li , Yi Zhu , Yunhao Yuan , Xindong Wu

Lexical simplification (LS) aims to replace complex words in a given sentence with their simpler alternatives of equivalent meaning, to simplify the sentence. Recently unsupervised lexical simplification approaches only rely on the complex…

计算与语言 · 计算机科学 2020-06-29 Jipeng Qiang , Yun Li , Yi Zhu , Yunhao Yuan , Xindong Wu

For both human readers and pre-trained language models (PrLMs), lexical diversity may lead to confusion and inaccuracy when understanding the underlying semantic meanings of given sentences. By substituting complex words with simple…

计算与语言 · 计算机科学 2021-01-01 Rongzhou Bao , Jiayi Wang , Zhuosheng Zhang , Hai Zhao

Lexical Simplification (LS) is the task of replacing complex for simpler words in a sentence whilst preserving the sentence's original meaning. LS is the lexical component of Text Simplification (TS) with the aim of making texts more…

计算与语言 · 计算机科学 2023-05-23 Kai North , Tharindu Ranasinghe , Matthew Shardlow , Marcos Zampieri

Lexical simplification (LS) methods based on pretrained language models have made remarkable progress, generating potential substitutes for a complex word through analysis of its contextual surroundings. However, these methods require…

计算与语言 · 计算机科学 2023-07-31 Kang Liu , Jipeng Qiang , Yun Li , Yunhao Yuan , Yi Zhu , Kaixun Hua

Automatic lexical simplification is a task to substitute lexical items that may be unfamiliar and difficult to understand with easier and more common words. This paper presents the description and analysis of two novel datasets for lexical…

计算与语言 · 计算机科学 2025-02-21 Stefan Bott , Horacio Saggion , Nelson Peréz Rojas , Martin Solis Salazar , Saul Calderon Ramirez

Lexical simplification has attracted much attention in many languages, which is the process of replacing complex words in a given sentence with simpler alternatives of equivalent meaning. Although the richness of vocabulary in Chinese makes…

计算与语言 · 计算机科学 2020-10-15 Jipeng Qiang , Xinyu Lu , Yun Li , Yunhao Yuan , Yang Shi , Xindong Wu

Lexical Simplification (LS) methods use a three-step pipeline: complex word identification, substitute generation, and substitute ranking, each with separate evaluation datasets. We found large language models (LLMs) can simplify sentences…

计算与语言 · 计算机科学 2025-01-28 Jipeng Qiang , Minjiang Huang , Yi Zhu , Yunhao Yuan , Chaowei Zhang , Xiaoye Ouyang

Lexical Simplification (LS) aims to simplify text at the lexical level. Existing methods rely heavily on annotated data, making it challenging to apply in low-resource scenarios. In this paper, we propose a novel LS method without parallel…

计算与语言 · 计算机科学 2024-03-25 Keren Tan , Kangyang Luo , Yunshi Lan , Zheng Yuan , Jinlong Shu

We propose a new unsupervised lexical simplification method that uses only monolingual data and pre-trained language models. Given a target word and its context, our method generates substitutes based on the target context and also…

计算与语言 · 计算机科学 2023-11-02 Takashi Wada , Timothy Baldwin , Jey Han Lau

Text simplification, crucial in natural language processing, aims to make texts more comprehensible, particularly for specific groups like visually impaired Spanish speakers, a less-represented language in this field. In Spanish, there are…

The use of large language models (LLMs) for complex mathematical reasoning is an emergent area of research, with fast progress in methods, models, and benchmark datasets. However, most mathematical reasoning evaluations exhibit a…

The goal of text simplification (TS) is to transform difficult text into a version that is easier to understand and more broadly accessible to a wide variety of readers. In some domains, such as healthcare, fully automated approaches cannot…

计算与语言 · 计算机科学 2020-10-22 Hoang Van , David Kauchak , Gondy Leroy

Sentence simplification aims to modify a sentence to make it easier to read and understand while preserving the meaning. Different applications require distinct simplification policies, such as replacing only complex words at the lexical…

计算与语言 · 计算机科学 2025-12-09 Xuanxin Wu , Yuki Arase , Masaaki Nagata

We report findings of the TSAR-2022 shared task on multilingual lexical simplification, organized as part of the Workshop on Text Simplification, Accessibility, and Readability TSAR-2022 held in conjunction with EMNLP 2022. The task called…

计算与语言 · 计算机科学 2023-02-07 Horacio Saggion , Sanja Štajner , Daniel Ferrés , Kim Cheng Sheang , Matthew Shardlow , Kai North , Marcos Zampieri

In this paper, we present the first automatic lexical simplification system for the Turkish language. Recent text simplification efforts rely on manually crafted simplified corpora and comprehensive NLP tools that can analyse the target…

计算与语言 · 计算机科学 2025-09-22 Ahmet Yavuz Uluslu

Text simplification (TS) refers to the process of reducing the complexity of a text while retaining its original meaning and key information. Existing work only shows that large language models (LLMs) have outperformed supervised…

计算与语言 · 计算机科学 2025-02-13 Jipeng Qiang , Minjiang Huang , Yi Zhu , Yunhao Yuan , Chaowei Zhang , Kui Yu
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