| Full text | |
| Author(s): |
Suda Neto, Jogi
;
Ardila, Lluis Quiles
;
Nogueira, Thiago Nascimento
;
Albuquerque, Felipe
;
Papa, Joao Paulo
;
Guido, Rodrigo Capobianco
;
Fanchini, Felipe Fernandes
Total Authors: 7
|
| Document type: | Journal article |
| Source: | QUANTUM MACHINE INTELLIGENCE; v. 6, n. 1, p. 9-pg., 2024-06-01. |
| Abstract | |
Recently, quantum neural networks have been applied to different problems, like in computer vision and natural language processing. In this paper, we show an application of quantum models as probability calibrators to language models in Question and Answering (Q &A) tests. Our experiments show comparable results relative to the baseline Q &A models on all metrics. Here, we show another application of this class of models as confidence calibrators, where the parametrized quantum circuit receives a set of features coming from the language model and has to output a corrected confidence measure. The idea is to have a quantum model tell us when the language model is generating good answers or not. (AU) | |
| FAPESP's process: | 21/12407-4 - Improving biometric voice authentication systems: robustness in facing short-term dysphonies |
| Grantee: | Rodrigo Capobianco Guido |
| Support Opportunities: | Regular Research Grants |
| FAPESP's process: | 19/18287-0 - Real-time Urban Forest Management Using Machine Learning |
| Grantee: | Danilo Samuel Jodas |
| Support Opportunities: | Scholarships in Brazil - Post-Doctoral |
| FAPESP's process: | 14/12236-1 - AnImaLS: Annotation of Images in Large Scale: what can machines and specialists learn from interaction? |
| Grantee: | Alexandre Xavier Falcão |
| Support Opportunities: | Research Projects - Thematic Grants |
| FAPESP's process: | 21/04655-8 - Machine learning and its applications in quantum physics: metrology, thermology, phase transitions and dynamical decoupling |
| Grantee: | Felipe Fernandes Fanchini |
| Support Opportunities: | Regular Research Grants |
| FAPESP's process: | 19/07665-4 - Center for Artificial Intelligence |
| Grantee: | Fabio Gagliardi Cozman |
| Support Opportunities: | Research Grants - Research Program in eScience and Data Science - Research Centers in Engineering Program |
| FAPESP's process: | 23/04987-6 - Quantum optimization and machine learning: variational algorithms and applications |
| Grantee: | Felipe Fernandes Fanchini |
| Support Opportunities: | Regular Research Grants |
| FAPESP's process: | 13/07375-0 - CeMEAI - Center for Mathematical Sciences Applied to Industry |
| Grantee: | Francisco Louzada Neto |
| Support Opportunities: | Research Grants - Research, Innovation and Dissemination Centers - RIDC |