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Sign language translation (SLT) is often decomposed into video-to-gloss recognition and gloss-to-text translation, where a gloss is a sequence of transcribed spoken-language words in the order in which they are signed. We focus here on…

Computation and Language · Computer Science 2021-05-18 Amit Moryossef , Kayo Yin , Graham Neubig , Yoav Goldberg

Despite the known limitations, most machine translation systems today still operate on the sentence-level. One reason for this is, that most parallel training data is only sentence-level aligned, without document-level meta information…

Computation and Language · Computer Science 2023-10-20 Frithjof Petrick , Christian Herold , Pavel Petrushkov , Shahram Khadivi , Hermann Ney

Being able to understand information is a key factor for a self-determined life and society. It is also very important for participating in democratic processes. The study of automatic text simplification is often limited by the…

Computation and Language · Computer Science 2026-03-17 Stefan Bott , Verena Riegler , Horacio Saggion , Almudena Rascón Alcaina , Nouran Khallaf

Recognizing semantically similar sentences or paragraphs across languages is beneficial for many tasks, ranging from cross-lingual information retrieval and plagiarism detection to machine translation. Recently proposed methods for…

Computation and Language · Computer Science 2018-01-22 Goran Glavaš , Marc Franco-Salvador , Simone Paolo Ponzetto , Paolo Rosso

We introduce Trans-gram, a simple and computationally-efficient method to simultaneously learn and align wordembeddings for a variety of languages, using only monolingual data and a smaller set of sentence-aligned data. We use our new…

Computation and Language · Computer Science 2016-01-12 Jocelyn Coulmance , Jean-Marc Marty , Guillaume Wenzek , Amine Benhalloum

We present a freely available, genre-balanced English web corpus totaling 4M tokens and featuring a large number of high-quality automatic annotation layers, including dependency trees, non-named entity annotations, coreference resolution,…

Computation and Language · Computer Science 2020-06-19 Luke Gessler , Siyao Peng , Yang Liu , Yilun Zhu , Shabnam Behzad , Amir Zeldes

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…

Computation and Language · Computer Science 2020-10-15 Jipeng Qiang , Xinyu Lu , Yun Li , Yunhao Yuan , Yang Shi , Xindong Wu

Parallel texts are a relatively rare language resource, however, they constitute a very useful research material with a wide range of applications. This study presents and analyses new methodologies we developed for obtaining such data from…

Computation and Language · Computer Science 2016-03-23 Krzysztof Wołk , Emilia Rejmund , Krzysztof Marasek

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 vocabulary complexity and meaning) and syntactic (which…

Computation and Language · Computer Science 2023-04-17 Ciprian-Octavian Truică , Andrei-Ionut Stan , Elena-Simona Apostol

Document alignment aims to identify pairs of documents in two distinct languages that are of comparable content or translations of each other. Such aligned data can be used for a variety of NLP tasks from training cross-lingual…

Computation and Language · Computer Science 2020-10-13 Ahmed El-Kishky , Francisco Guzmán

With the ever-growing urgency of sustainability in the economy and society, and the massive stream of information that comes with it, consumers need reliable access to that information. To address this need, companies began publishing so…

Computation and Language · Computer Science 2026-04-01 Benjamin Josef Schüßler , Jakob Prange

Recent works in spoken language translation (SLT) have attempted to build end-to-end speech-to-text translation without using source language transcription during learning or decoding. However, while large quantities of parallel texts (such…

Computation and Language · Computer Science 2018-02-12 Ali Can Kocabiyikoglu , Laurent Besacier , Olivier Kraif

In this paper, we apply transformer-based Natural Language Generation (NLG) techniques to the problem of text simplification. Currently, there are only a few German datasets available for text simplification, even fewer with larger and…

Computation and Language · Computer Science 2023-12-18 Thorben Schomacker , Tillmann Dönicke , Marina Tropmann-Frick

Access to higher education is critical for minority populations and emergent bilingual students. However, the language used by higher education institutions to communicate with prospective students is often too complex; concretely, many…

Computation and Language · Computer Science 2022-09-13 Zachary W. Taylor , Maximus H. Chu , Junyi Jessy Li

Aligning parallel sentences in multilingual corpora is essential to curating data for downstream applications such as Machine Translation. In this work, we present OneAligner, an alignment model specially designed for sentence retrieval…

Computation and Language · Computer Science 2022-05-19 Tong Niu , Kazuma Hashimoto , Yingbo Zhou , Caiming Xiong

We consider the task of aligning two sets of points in high dimension, which has many applications in natural language processing and computer vision. As an example, it was recently shown that it is possible to infer a bilingual lexicon,…

Machine Learning · Computer Science 2018-05-30 Edouard Grave , Armand Joulin , Quentin Berthet

We describe a simple procedure for the automatic creation of word-level alignments between printed documents and their respective full-text versions. The procedure is unsupervised, uses standard, off-the-shelf components only, and reaches…

Computation and Language · Computer Science 2021-05-03 Mark-Christoph Müller , Sucheta Ghosh , Ulrike Wittig , Maja Rey

Text simplification seeks to improve readability while retaining the original content and meaning. Our study investigates whether pre-trained classifiers also maintain such coherence by comparing their predictions on both original and…

Computation and Language · Computer Science 2024-04-11 Miriam Anschütz , Edoardo Mosca , Georg Groh

The increasing availability of audio data on the internet lead to a multitude of datasets for development and training of text to speech applications, based on neural networks. Highly differing quality of voice, low sampling rates, lack of…

Sound · Computer Science 2021-06-14 Pascal Puchtler , Johannes Wirth , René Peinl

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…

Computation and Language · Computer Science 2022-09-13 Sanja Stajner , Daniel Ferres , Matthew Shardlow , Kai North , Marcos Zampieri , Horacio Saggion
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