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This research is aimed to solve the tweet/user geolocation prediction task and provide a flexible methodology for the geotagging of textual big data. The suggested approach implements neural networks for natural language processing (NLP) to…

计算与语言 · 计算机科学 2025-01-13 Kateryna Lutsai , Christoph H. Lampert

Neural machine translation (NMT) is typically domain-dependent and style-dependent, and it requires lots of training data. State-of-the-art NMT models often fall short in handling colloquial variations of its source language and the lack of…

计算与语言 · 计算机科学 2021-01-01 Asrul Sani Ariesandy , Mukhlis Amien , Alham Fikri Aji , Radityo Eko Prasojo

In low-resource natural language processing (NLP), the key problems are a lack of target language training data, and a lack of native speakers to create it. Cross-lingual methods have had notable success in addressing these concerns, but in…

计算与语言 · 计算机科学 2021-04-27 Tatiana Tsygankova , Francesca Marini , Stephen Mayhew , Dan Roth

Despite their relatively low sampling factor, the freely available, randomly sampled status streams of Twitter are very useful sources of geographically embedded social network data. To statistically analyze the information Twitter provides…

This study provides an overview of the history of the development of Natural Language Processing (NLP) in the context of the Indonesian language, with a focus on the basic technologies, methods, and practical applications that have been…

计算与语言 · 计算机科学 2023-04-07 Mukhlis Amien

Weak supervision has emerged as a promising approach for rapid and large-scale dataset creation in response to the increasing demand for accelerated NLP development. By leveraging labeling functions, weak supervision allows practitioners to…

计算与语言 · 计算机科学 2023-10-25 Mega Fransiska , Diah Pitaloka , Saripudin , Satrio Putra , Lintang Sutawika

Twitter data have become essential to Natural Language Processing (NLP) and social science research, driving various scientific discoveries in recent years. However, the textual data alone are often not enough to conduct studies: especially…

计算与语言 · 计算机科学 2022-01-27 Federico Bianchi , Vincenzo Cutrona , Dirk Hovy

Social media plays a significant role in cross-cultural communication. A vast amount of this occurs in code-mixed and multilingual form, posing a significant challenge to Natural Language Processing (NLP) tools for processing such…

计算与语言 · 计算机科学 2026-01-21 Dwip Dalal , Vivek Srivastava , Mayank Singh

The inherent nature of social media posts, characterized by the freedom of language use with a disjointed array of diverse opinions and topics, poses significant challenges to downstream NLP tasks such as comment clustering, comment…

计算与语言 · 计算机科学 2025-05-30 Longyin Zhang , Bowei Zou , Ai Ti Aw

Natural Language Processing (NLP) is today a very active field of research and innovation. Many applications need however big sets of data for supervised learning, suitably labelled for the training purpose. This includes applications for…

计算与语言 · 计算机科学 2021-02-23 ElMehdi Boujou , Hamza Chataoui , Abdellah El Mekki , Saad Benjelloun , Ikram Chairi , Ismail Berrada

The movements of ideas and content between locations and languages are unquestionably crucial concerns to researchers of the information age, and Twitter has emerged as a central, global platform on which hundreds of millions of people…

计算机与社会 · 计算机科学 2014-08-19 Mark Graham , Scott A. Hale , Devin Gaffney

Language is a form of symbolic capital that affects people's lives in many ways (Bourdieu1977,1991). As a powerful means of communication, it reflects identities, cultures, traditions, and societies more broadly. Therefore, data in a given…

计算与语言 · 计算机科学 2025-06-02 Nedjma Ousidhoum , Meriem Beloucif , Saif M. Mohammad

The explosion in the availability of natural language data in the era of social media has given rise to a host of applications such as sentiment analysis and opinion mining. Simultaneously, the growing availability of precise geolocation…

计算与语言 · 计算机科学 2021-08-03 Olga Kellert , Nicholas H. Matlis

Making use of off-the-shelf resources of resource-rich languages to transfer knowledge for low-resource languages raises much attention recently. The requirements of enabling the model to reach the reliable performance lack well guided,…

计算与语言 · 计算机科学 2024-10-25 Donglin Di , Weinan Zhang , Yue Zhang , Fanglin Wang

Popular social media networks provide the perfect environment to study the opinions and attitudes expressed by users. While interactions in social media such as Twitter occur in many natural languages, research on stance detection (the…

计算与语言 · 计算机科学 2021-01-29 Elena Zotova , Rodrigo Agerri , German Rigau

Sentiment analysis is one of the most widely studied applications in NLP, but most work focuses on languages with large amounts of data. We introduce the first large-scale human-annotated Twitter sentiment dataset for the four most widely…

Researchers have traditionally recruited native speakers to provide annotations for widely used benchmark datasets. However, there are languages for which recruiting native speakers can be difficult, and it would help to find learners of…

计算与语言 · 计算机科学 2023-05-30 Haneul Yoo , Rifki Afina Putri , Changyoon Lee , Youngin Lee , So-Yeon Ahn , Dongyeop Kang , Alice Oh

While the NLP community is generally aware of resource disparities among languages, we lack research that quantifies the extent and types of such disparity. Prior surveys estimating the availability of resources based on the number of…

计算与语言 · 计算机科学 2022-11-29 Xinyan Velocity Yu , Akari Asai , Trina Chatterjee , Junjie Hu , Eunsol Choi

As language technologies become more ubiquitous, there are increasing efforts towards expanding the language diversity and coverage of natural language processing (NLP) systems. Arguably, the most important factor influencing the quality of…

计算与语言 · 计算机科学 2022-03-28 Fahim Faisal , Yinkai Wang , Antonios Anastasopoulos