Natural language processing
Natural language processing research (NLP) focuses on the interaction between computers and human language, enabling machines to understand, interpret, and generate natural language text and speech. As a vital area within Artificial Intelligence, NLP research encompasses diverse applications such as automated translation, sentiment analysis, and information extraction. JoVE Visualize enriches your exploration of natural language processing by pairing PubMed articles with JoVE’s experiment videos, offering researchers and students a clearer view of methods and findings essential to this evolving field.
Established NLP methods typically include rule-based parsing, statistical models, and machine learning algorithms that analyze and generate language data. Techniques such as part-of-speech tagging, syntactic parsing, and named entity recognition constitute foundational approaches widely applied in natural language processing software. Researchers rely heavily on corpora and annotated datasets to train models that perform tasks like sentiment analysis and text classification, key examples of NLP in AI.
Recent advancements in NLP emphasize deep learning architectures, such as transformer models and contextual embeddings, which significantly improve language understanding and generation. Innovations in natural language processing software include few-shot learning, self-supervised learning, and multimodal integration, expanding NLP’s ability to handle more complex and nuanced language tasks. These trends are opening new avenues for applications in conversational AI, automated summarization, and cross-lingual processing, reflecting the dynamic nature of current NLP research.
Qian Liang, Yi Zeng
G Sprugnoli, S Rossi, S L Liew, E Bricolo, G Costantini, C Salvi, A J Golby, C S Musaeus, A Pascual-Leone, A Rossi, E Santarnecchi
Khwaja Monib Sediqi, Hyo Jong Lee
Jonathon White, Sici Wang, Wilhelm Eschen, Jan Rothhardt
Franziska Lang, Pablo Riesgo-Ferreiro, Martin Löwer, Ugur Sahin, Barbara Schrörs
L Geoghegan, A Scarborough, J C R Wormald, C J Harrison, D Collins, M Gardiner, J Bruce, J N Rodrigues
Bruno Bavaresco Gambassi, Victor Ribeiro Neves, Einstein Zeus Alves Brito, Danilo Sobral da Silva Fernandes, Camila Almeida Sá, Raquel Moraes da Rocha Nogueira, Fabiano de Jesus Furtado Almeida, Pedro Augusto de Araújo Cavalcanti, Daniela Conceição Gomes Gonçalves E Silva, Danilo Sobreira Neto, Fabrício Olinda de Souza Mesquita, Tânia Maria Gaspar Novais, Vânia de Fátima Matias de Souza, Antonio Carlos Cerqueira Oliveira, Richard Diego Leite, Paulo Adriano Schwingel
Chan-Chi Chang, Jiunn-Liang Wu, Jenn-Ren Hsiao, Cheng-Yu Lin