TY - GEN
T1 - Exploring the Landscape of Natural Language Processing Research
AU - Schopf, Tim
AU - Arabi, Karim
AU - Matthes, Florian
N1 - Publisher Copyright:
© 2023 Incoma Ltd. All rights reserved.
PY - 2023
Y1 - 2023
N2 - As an efficient approach to understand, generate, and process natural language texts, research in natural language processing (NLP) has exhibited a rapid spread and wide adoption in recent years. Given the increasing research work in this area, several NLP-related approaches have been surveyed in the research community. However, a comprehensive study that categorizes established topics, identifies trends, and outlines areas for future research remains absent. Contributing to closing this gap, we have systematically classified and analyzed research papers in the ACL Anthology. As a result, we present a structured overview of the research landscape, provide a taxonomy of fields of study in NLP, analyze recent developments in NLP, summarize our findings, and highlight directions for future work.
AB - As an efficient approach to understand, generate, and process natural language texts, research in natural language processing (NLP) has exhibited a rapid spread and wide adoption in recent years. Given the increasing research work in this area, several NLP-related approaches have been surveyed in the research community. However, a comprehensive study that categorizes established topics, identifies trends, and outlines areas for future research remains absent. Contributing to closing this gap, we have systematically classified and analyzed research papers in the ACL Anthology. As a result, we present a structured overview of the research landscape, provide a taxonomy of fields of study in NLP, analyze recent developments in NLP, summarize our findings, and highlight directions for future work.
UR - http://www.scopus.com/inward/record.url?scp=85172383600&partnerID=8YFLogxK
U2 - 10.26615/978-954-452-092-2_111
DO - 10.26615/978-954-452-092-2_111
M3 - Conference contribution
AN - SCOPUS:85172383600
T3 - International Conference Recent Advances in Natural Language Processing, RANLP
SP - 1034
EP - 1045
BT - International Conference Recent Advances in Natural Language Processing, RANLP 2023
A2 - Angelova, Galia
A2 - Kunilovskaya, Maria
A2 - Mitkov, Ruslan
PB - Incoma Ltd
T2 - 2023 International Conference Recent Advances in Natural Language Processing: Large Language Models for Natural Language Processing, RANLP 2023
Y2 - 4 September 2023 through 6 September 2023
ER -