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Automatic speech recognition (ASR) performs well for high-resource languages with abundant paired audio-transcript data, but its accuracy degrades sharply for most languages due to limited publicly available aligned data. To this end, we…

Computation and Language · Computer Science 2026-05-12 Antonis Asonitis , Luca A. Lanzendörfer , Frédéric Berdoz , Roger Wattenhofer

Word frequency is a key variable in psycholinguistics, useful for modeling human familiarity with words even in the era of large language models (LLMs). Frequency in film subtitles has proved to be a particularly good approximation of…

The availability of parallel sentence simplification (SS) is scarce for neural SS modelings. We propose an unsupervised method to build SS corpora from large-scale bilingual translation corpora, alleviating the need for SS supervised…

Computation and Language · Computer Science 2021-09-02 Xinyu Lu , Jipeng Qiang , Yun Li , Yunhao Yuan , Yi Zhu

OleSpeech-IV dataset is a large-scale multispeaker and multilingual conversational speech dataset with diverse topics. The audio content comes from publicly-available English podcasts, talk shows, teleconferences, and other conversations.…

Computation and Language · Computer Science 2025-09-08 Wei Chu , Yuanzhe Dong , Ke Tan , Dong Han , Xavier Menendez-Pidal , Ruchao Fan , Chenfeng Miao , Chanwoo Kim , Bhiksha Raj , Rita Singh

We develop and evaluate multilingual scientific documents similarity measurement models in this work. Such models can be used to find related works in different languages, which can help multilingual researchers find and explore papers more…

Computation and Language · Computer Science 2023-09-20 Yang Gao , Ji Ma , Ivan Korotkov , Keith Hall , Dana Alon , Don Metzler

We introduce an architecture to learn joint multilingual sentence representations for 93 languages, belonging to more than 30 different families and written in 28 different scripts. Our system uses a single BiLSTM encoder with a shared BPE…

Computation and Language · Computer Science 2021-12-28 Mikel Artetxe , Holger Schwenk

Answer Sentence Selection (AS2) is a critical task for designing effective retrieval-based Question Answering (QA) systems. Most advancements in AS2 focus on English due to the scarcity of annotated datasets for other languages. This lack…

Computation and Language · Computer Science 2024-06-17 Matteo Gabburo , Stefano Campese , Federico Agostini , Alessandro Moschitti

Despite the recent advancements in speech recognition, there are still difficulties in accurately transcribing conversational and emotional speech in noisy and reverberant acoustic environments. This poses a particular challenge in the…

Audio and Speech Processing · Electrical Eng. & Systems 2023-09-26 Sangeet Sagar , Mirco Ravanelli , Bernd Kiefer , Ivana Kruijff Korbayova , Josef van Genabith

We present a resource for the task of FrameNet semantic frame disambiguation of over 5,000 word-sentence pairs from the Wikipedia corpus. The annotations were collected using a novel crowdsourcing approach with multiple workers per sentence…

Computation and Language · Computer Science 2020-06-15 Anca Dumitrache , Lora Aroyo , Chris Welty

Despite the success of multilingual sequence-to-sequence pretraining, most existing approaches rely on monolingual corpora, and do not make use of the strong cross-lingual signal contained in parallel data. In this paper, we present…

Computation and Language · Computer Science 2021-08-05 Machel Reid , Mikel Artetxe

Speech translation has recently become an increasingly popular topic of research, partly due to the development of benchmark datasets. Nevertheless, current datasets cover a limited number of languages. With the aim to foster research in…

Computation and Language · Computer Science 2020-10-27 Changhan Wang , Anne Wu , Juan Pino

Many European languages possess rich biblical translation histories, yet existing corpora - in prioritizing linguistic breadth - often fail to capture this depth. To address this gap, we introduce a multilingual corpus of 651 New Testament…

Computation and Language · Computer Science 2026-05-14 Maciej Rapacz , Aleksander Smywiński-Pohl

In this paper, we present a quantitative evaluation of differences between alternative translations in a large recently released Finnish paraphrase corpus focusing in particular on non-trivial variation in translation. We combine a series…

Computation and Language · Computer Science 2021-05-07 Li-Hsin Chang , Sampo Pyysalo , Jenna Kanerva , Filip Ginter

In text processing, deep neural networks mostly use word embeddings as an input. Embeddings have to ensure that relations between words are reflected through distances in a high-dimensional numeric space. To compare the quality of different…

Computation and Language · Computer Science 2022-06-01 Matej Ulčar , Kristiina Vaik , Jessica Lindström , Milda Dailidėnaitė , Marko Robnik-Šikonja

This work presents an extensive and detailed study on Audio-Visual Speech Recognition (AVSR) for five widely spoken languages: Chinese, Spanish, English, Arabic, and French. We have collected large-scale datasets for each language except…

Computation and Language · Computer Science 2024-06-04 Sanath Narayan , Yasser Abdelaziz Dahou Djilali , Ankit Singh , Eustache Le Bihan , Hakim Hacid

Parallel datasets are vital for performing and evaluating any kind of multilingual task. However, in the cases where one of the considered language pairs is a low-resource language, the existing top-down parallel data such as corpora are…

Computation and Language · Computer Science 2023-09-26 Kasun Wickramasinghe , Nisansa de Silva

We introduce UniversalCEFR, a large-scale multilingual and multidimensional dataset of texts annotated with CEFR (Common European Framework of Reference) levels in 13 languages. To enable open research in automated readability and language…

In this paper, we present a corpus for use in automatic readability assessment and automatic text simplification of German. The corpus is compiled from web sources and consists of approximately 211,000 sentences. As a novel contribution, it…

Computation and Language · Computer Science 2019-09-20 Alessia Battisti , Sarah Ebling

While many languages possess processes of joining two or more words to create compound words, previous studies have been typically limited only to languages with excessively productive compound formation (e.g., German, Dutch) and there is…

Computation and Language · Computer Science 2023-10-24 Benjamin Minixhofer , Jonas Pfeiffer , Ivan Vulić

Training models for the automatic correction of machine-translated text usually relies on data consisting of (source, MT, human post- edit) triplets providing, for each source sentence, examples of translation errors with the corresponding…

Computation and Language · Computer Science 2018-03-21 Matteo Negri , Marco Turchi , Rajen Chatterjee , Nicola Bertoldi