Reducing costs in large-scale classification: a hybrid BERT-LLM strategy (2025)
- Authors:
- USP affiliated authors: UTINO, MATHEUS YASUO RIBEIRO - ICMC ; GÔLO, MARCOS PAULO SILVA - ICMC ; SANTOS, MARCELA APARECIDA ANICETO DO - ICMC
- Unidade: ICMC
- DOI: 10.1109/SBAC-PADW69789.2025.00026
- Subjects: PROCESSAMENTO DE LINGUAGEM NATURAL; APRENDIZADO COMPUTACIONAL; MINERAÇÃO DE DADOS; SUSTENTABILIDADE
- Keywords: Large Language Models; BERT-based models; Hybrid approach; Cost reduction; Pre-filter module
- Agências de fomento:
- Language: Inglês
- Objetivos de Desenvolvimento Sustentável (ODS):
09. Indústria, inovação e infraestrutura
- Imprenta:
- Publisher: IEEE
- Publisher place: Los Alamitos
- Date published: 2025
- Source:
- Título: Proceedings
- Conference titles: IEEE/SBC International Symposium on Computer Architecture and High Performance Computing Workshops - SBAC-PADW
- Este periódico é de acesso aberto
- Este artigo NÃO é de acesso aberto
-
ABNT
MIRANDA, Augusto Cesar Dalal et al. Reducing costs in large-scale classification: a hybrid BERT-LLM strategy. 2025, Anais.. Los Alamitos: IEEE, 2025. Disponível em: https://doi.org/10.1109/SBAC-PADW69789.2025.00026. Acesso em: 28 jan. 2026. -
APA
Miranda, A. C. D., Utino, M. Y. R., Gôlo, M. P. S., Santos, M. A. A. dos, & Souza, M. C. de. (2025). Reducing costs in large-scale classification: a hybrid BERT-LLM strategy. In Proceedings. Los Alamitos: IEEE. doi:10.1109/SBAC-PADW69789.2025.00026 -
NLM
Miranda ACD, Utino MYR, Gôlo MPS, Santos MAA dos, Souza MC de. Reducing costs in large-scale classification: a hybrid BERT-LLM strategy [Internet]. Proceedings. 2025 ;[citado 2026 jan. 28 ] Available from: https://doi.org/10.1109/SBAC-PADW69789.2025.00026 -
Vancouver
Miranda ACD, Utino MYR, Gôlo MPS, Santos MAA dos, Souza MC de. Reducing costs in large-scale classification: a hybrid BERT-LLM strategy [Internet]. Proceedings. 2025 ;[citado 2026 jan. 28 ] Available from: https://doi.org/10.1109/SBAC-PADW69789.2025.00026 - Efficient filtering with BERT embeddings for researcher-topic affinity prediction in HPC pipelines
- One-class lightweight interpretable filtering for academic profiles and strategic themes affinity
- The impact of exogenous variables on soybean freight: a machine learning analysis
- Text Representation through Multimodal Variational Autoencoder for One-Class Learning
- Proceedings of the first International TEXT2SPARQL Challenge
- Preface of the First International TEXT2SPARQL Challenge (TEXT2SPARQL’25) [Prefácio]
- BERT vs. LLM2Vec: a comparative study of embedding models for semantic information retrieval
- Triple-VAE: a triple variational autoencoder to represent events in one-class event detection
- Learning to sense from events via semantic variational autoencoder
- Text representation through multimodal variational autoencoder for one-class learning
Informações sobre o DOI: 10.1109/SBAC-PADW69789.2025.00026 (Fonte: oaDOI API)
Download do texto completo
| Tipo | Nome | Link | |
|---|---|---|---|
 |
3282046.pdf |
How to cite
A citação é gerada automaticamente e pode não estar totalmente de acordo com as normas
