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Recent directions for offensive language detection are hierarchical modeling, identifying the type and the target of offensive language, and interpretability with offensive span annotation and prediction. These improvements are focused on…

Computation and Language · Computer Science 2022-11-08 Younghoon Jeong , Juhyun Oh , Jaimeen Ahn , Jongwon Lee , Jihyung Moon , Sungjoon Park , Alice Oh

The disparity in the languages commonly studied in Natural Language Processing (NLP) is typically reflected by referring to languages as low vs high-resourced. However, there is limited consensus on what exactly qualifies as a `low-resource…

Computation and Language · Computer Science 2024-10-29 Hellina Hailu Nigatu , Atnafu Lambebo Tonja , Benjamin Rosman , Thamar Solorio , Monojit Choudhury

A Lite BERT (ALBERT) has been introduced to scale up deep bidirectional representation learning for natural languages. Due to the lack of pretrained ALBERT models for Korean language, the best available practice is the multilingual model or…

Computation and Language · Computer Science 2021-01-28 Hyunjae Lee , Jaewoong Yoon , Bonggyu Hwang , Seongho Joe , Seungjai Min , Youngjune Gwon

Generative commonsense reasoning refers to the task of generating acceptable and logical assumptions about everyday situations based on commonsense understanding. By utilizing an existing dataset such as Korean CommonGen, language…

Computation and Language · Computer Science 2023-06-27 Dahyun Jung , Jaehyung Seo , Jaewook Lee , Chanjun Park , Heuiseok Lim

During the last decade, we have witnessed a sustained growth of South Korea's research output in terms of the world share of publications in the Science Citation Index database. However, Korea's citation performance is not yet as…

Physics and Society · Physics 2009-11-10 Han Woo Park , Loet Leydesdorff

We present KoSpeech, an open-source software, which is modular and extensible end-to-end Korean automatic speech recognition (ASR) toolkit based on the deep learning library PyTorch. Several automatic speech recognition open-source toolkits…

Audio and Speech Processing · Electrical Eng. & Systems 2020-09-29 Soohwan Kim , Seyoung Bae , Cheolhwang Won

Named Entity Recognition (NER) plays a pivotal role in medical Natural Language Processing (NLP). Yet, there has not been an open-source medical NER dataset specifically for the Korean language. To address this, we utilized ChatGPT to…

Computation and Language · Computer Science 2024-03-26 Sungjoo Byun , Jiseung Hong , Sumin Park , Dongjun Jang , Jean Seo , Minseok Kim , Chaeyoung Oh , Hyopil Shin

The term low-resourced has been tossed around in the field of natural language processing to a degree that almost any language that is not English can be called "low-resourced"; sometimes even just for the sake of making a mundane or…

Computation and Language · Computer Science 2021-03-18 Mika Hämäläinen

Kurdish is a less-resourced language consisting of different dialects written in various scripts. Approximately 30 million people in different countries speak the language. The lack of corpora is one of the main obstacles in Kurdish…

Computation and Language · Computer Science 2019-09-26 Roshna Omer Abdulrahman , Hossein Hassani , Sina Ahmadi

An evaluation of distributed word representation is generally conducted using a word similarity task and/or a word analogy task. There are many datasets readily available for these tasks in English. However, evaluating distributed…

Computation and Language · Computer Science 2018-02-23 Yuya Sakaizawa , Mamoru Komachi

In this paper, we examine and analyze the challenges associated with developing and introducing language technologies to low-resource language communities. While doing so, we bring to light the successes and failures of past work in this…

Information about pretraining corpora used to train the current best-performing language models is seldom discussed: commercial models rarely detail their data, and even open models are often released without accompanying training data or…

The paper describes the results of the first shared task on morphological analysis for the languages of Russia, namely, Evenki, Karelian, Selkup, and Veps. For the languages in question, only small-sized corpora are available. The tasks…

Computation and Language · Computer Science 2020-01-31 Elena Klyachko , Alexey Sorokin , Natalia Krizhanovskaya , Andrew Krizhanovsky , Galina Ryazanskaya

Recently, the field of machine learning has undergone a transition from model-centric to data-centric. The advancements in diverse learning tasks have been propelled by the accumulation of more extensive datasets, subsequently facilitating…

Machine Learning · Computer Science 2023-10-20 Yao Lu , Yutian Huang , Jiaqi Nie , Zuohui Chen , Qi Xuan

The Korean wave, which denotes the global popularity of South Korea's cultural economy, contributes to the increasing demand for the Korean language. However, as there does not exist any application for foreigners to learn Korean, this…

Computation and Language · Computer Science 2022-05-05 Minjong Cheon , Minseon Kim , Hanseon Joo

We introduce Kanana, a series of bilingual language models that demonstrate exceeding performance in Korean and competitive performance in English. The computational cost of Kanana is significantly lower than that of state-of-the-art models…

Despite being proposed as early as 1959, COBOL (Common Business-Oriented Language) still predominantly acts as an integral part of the majority of operations of several financial, banking, and governmental organizations. To support the…

Software Engineering · Computer Science 2023-06-09 Mir Sameed Ali , Nikhil Manjunath , Sridhar Chimalakonda

Making sure that users understand privacy policies that impact them is a key challenge for a real GDPR deployment. Research studies are mostly carried in English, but in Europe and elsewhere, users speak a language that is not English.…

Cryptography and Security · Computer Science 2023-02-13 Francesco Ciclosi , Silvia Vidor , Fabio Massacci

Natural language inference (NLI) and semantic textual similarity (STS) are key tasks in natural language understanding (NLU). Although several benchmark datasets for those tasks have been released in English and a few other languages, there…

Computation and Language · Computer Science 2020-10-06 Jiyeon Ham , Yo Joong Choe , Kyubyong Park , Ilji Choi , Hyungjoon Soh

This paper introduces Pansori, a program used to create ASR (automatic speech recognition) corpora from online video contents. It utilizes a cloud-based speech API to easily create a corpus in different languages. Using this program, we…

Audio and Speech Processing · Electrical Eng. & Systems 2018-12-27 Yoona Choi , Bowon Lee
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