2024
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- Espírito Santo, F. O.; Peres, S. M.; Gramacho G. S.; Brandão A. A. F.; Cozman, F. G. Legal Document-Based, Domain-Driven Q&A System: LLMs in Perspective . In the International Joint Conference on Neural Networks (IJCNN 2024), Yokohama – Japão, 2024. p.1-9. ISBN: 978-8-3503-5931-2. https://doi.org/10.1109/IJCNN60899.2024.10650895
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- Ligabue, P. M.; Brandão, A. A. F.; Peres, S. M.; Cozman, F. G.; Pirozelli, P. Applying a Context-based Method to Build a Knowledge Graph for the Blue Amazon. In the Data Intelligence (MIT Press Direct 2024), 2024. v.6. p.64-103. https://doi.org/10.1162/dint_a_00223
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- Pirozelli, P.; José, M. M.; Silveira, I. C.; Nakasato, F.; Peres, S. M.; Brandão, A. A. F.; Costa, A. H. R.; Cozman, F. G. Benchmarks for Pirá 2.0, a Reading Comprehension Dataset about the Ocean, the Brazilian Coast, and Climate Change. In the Data Intelligence (MIT Press Direct 2024), 2024. v.6. p.29-63. https://doi.org/10.1162/dint_a_00245
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- Silveira, I.C., Barbosa, B., Mauá, D. D. A New Benchmark for Automatic Essay Scoring in Portuguese. In Proceedings of the 16th International Conference on Computational Processing of Portuguese (PROPOR 2024), Santiago de Compostela – Galicia/Spain, 2024. v.1 p. 228-237.https://aclanthology.org/2024.propor-1.23/
2023
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- Castro, A. B. R.; Peres, S. M.; Freitas Junior, W. L.; Pirozelli, P.; Cozman, F. G.; Brandão, A. A. F. A strategy for interpreting and visualizing the results of matrix-trifactorization-based coclustering algorithms. In Proceedings of the 20th Nacional Meeting on Artificial and Computational Intelligence, (ENIAC 2023), Belo Horizonte, 2023.p. 839-853. ISSN 2763-9061. https://doi.org/10.5753/eniac.2023.234492
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- Cozman, F. G.; Neri, H. Pay Attention: The high-speed evolution of NLP, and where it hits a wall. Revista da UFMG, Belo Horizonte-MG, 2023. v. 30. p. 1. https://doi.org/10.35699/2965-6931.2023.47510
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- Crispino, G. N.; Freire, V.; Delgado, K. V. Alpha-MCMP: Trade-Offs Between Probability and Cost in SSPs with the MCMP Criterion. In Proceedings of the 12th Brazilian Conference on Intelligent Systems (BRACIS 2023), Belo Horizonte, 2023. Part I. v.14195. p. 112–127. doi: 10.1007/978-3-031-45368-7_8
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- Crispino, G. N.; Freire, V.; Delgado, K. V. GUBS criterion: Arbitrary trade-offs between cost and probability-to-goal in stochastic planning based on Expected Utility Theory. In Artificial Intelligence (ScienceDirect), 2023. v. 316 p. 103848.https://doi.org/10.1016/j.artint.2022.103848
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- Geh, R. L.; Goncalves, J. L.; Silveira, I. C.; Mauá, D. D.; Cozman, F. G. dPASP: A Comprehensive Differentiable Probabilistic Answer Set Programming Environment For Neurosymbolic Learning and Reasoning. In: Workshop on Knowledge and Logical Reasoning in the Era of Data-driven Learning (ICML2023), Honolulu, 2023. p. 1-11. https://doi.org/10.48550/arXiv.2308.02944
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- Jose, M.A.; Cozman, F.G. A multilingual translator to SQL with database schema pruning to improve self-attention. In International Journal of Information Technology, 2023. v. 15 p. 3015–3023. https://doi.org/10.1007/s41870-023-01342-3
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- Matos, V. B.; Grava, R.; Tavares, R.; José, M. M.; Pirozelli, P.; Brandão, A. A. F.; Peres, S. M.; Cozman, F. G. Coordination within Conversational Agents with Multiple Sources. In Proceedings of the 20th Nacional Meeting on Artificial and Computational Intelligence, (ENIAC 2023), Belo Horizonte, 2023. p. 939-953. ISSN 2763-9061. https://doi.org/10.5753/eniac.2023.234533
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- Mauá, D. D., Cozman, F. G. Specifying credal sets with probabilistic answer set programming. In Proceedings of the Thirteenth International Symposium on Imprecise Probability: Theories and Applications (ISIPTA 2023), 2023. PMLR.v.215 p.321-332. https://proceedings.mlr.press/v215/maua23a.html
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- Moreno, F. M., Tannuri, E. A., Cozman, F. G. Automatic Clustering of Metocean Conditions on the Brazilian Coast. In Journal of Offshore Mechanics and Arctic Engineering (ASME 2023), 2023. v. 146. doi: 10.1115/1.4056618
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- Pellicer, L. F. A.; Costa, A. H. R. Improving Zero-Shot Inference with Unsupervised key-Sentences Extration. In Proceedings IEEE 17th International Conference on Semantic Computing (ICSC 2023), Laguna Hills, CA, USA, 2023. p. 107-113. doi: 10.1109/ICSC56153.2023.00024
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- Pellicer, L. F. A.; Ferreira, T. M.; Costa, A. H. R. Data augmentation techniques in natural language processing. In Applied Soft Computing (ScienceDirect), 2023. V. 132 p. 109803. https://doi.org/10.1016/j.asoc.2022.109803
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- Pirozelli, P.; José, M. M.; Parenti Filho, T. P.; Brandão, A. A. F.; Cozman, F. G. Assessing Logical Reasoning Capabilities of Encoder-Only Transformer Models. arXiv preprint arXiv:2312.11720, 2023. https://doi.org/10.48550/arXiv.2312.11720
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- Rocha, V. H. N., Silveira, I. C., Pirozelli, P., Mauá, D. D., Cozman, F. G. Assessing Good, Bad and Ugly Arguments Generated by ChatGPT: a New Dataset, its Methodology and Associated Tasks. In Proceedings of the 22nd EPIA Conference on Artificial Intelligence – Progress in Artificial Intelligence (EPIA 2023), Faial Island, Azores, 2023. v. 14115. p. 428–440. doi: 10.1007/978-3-031-49008-8_34
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- Silva, J. V.; Peres, S. M.; Cordeiro, D. A.; Freire, V. Allocating Dynamic and Finite Resources to a Set of Known Tasks. In Proceedings of 12th Brazilian Conference on Intelligent Systems (BRACIS 2023), Belo Horizonte, 2023. v.14195 p. 193–208. https://doi.org/10.1007/978-3-031-45368-7_13
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- Uematsu, A. A. M. G.; Brandão, A. A. F. eMailMe: A Method to Build Datasets of Corporate Emails in Portuguese. In the Methods for Data Labelling for Intelligent Systems (MDPI 2023), 2023. V.8 P.127. doi: 10.3390/data8080127
2022
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- Alcoforado, A. ZeroBERTo: Leveraging Zero-Shot Text Classification by Topic Modeling. In Proceedings of the Computational Processing of the Portuguese Language (PROPOR 2022),Fortaleza, Brazil, 2022. v.13208. p.125–136. https://doi.org/10.1007/978-3-030-98305-5_12
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- Camara, I. C. E. S. ; Pirozelli, P. Natural Language at a Crossroads: Formal and Probabilistic Approaches in Philosophy and Computer Science. Manuscrito, 2022. v.45 p.50-81. https://doi.org/10.1590/0100-6045.2022.V45N2.PI
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- José, M. M.; José, M.A.; Mauá, D.D.; Cozman, F.G. Integrating Question Answering and Text-to-SQL in Portuguese. In Proceedings of the 15th International Conference Computational Processing of the Portuguese Language (PROPOR 2022), Fortaleza, 2022. v.13208. p.278–287. https://doi.org/10.1007/978-3-030-98305-5_26
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- Ligabue, P. M.; Brandão, A. A. F.; Peres, S. M.; Cozman, F. G.; Pirozelli, P. BlabKG: a Knowledge Graph for the Blue Amazon. In Proceedings of 13th IEEE International Conference on Knowledge Graph (ICKG 2022), Orlando, FL, USA, Virtual Event, 2022. p. 164-171. https://doi.org/10.1109/ICKG55886.2022.00028
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- Pellicer, L. F. A. O., Pirozelli, P., Costa, A. H. R., Inoue, A. PTT5-Paraphraser: Diversity and Meaning Fidelity in Automatic Portuguese Paraphrasing. In Proceedings of the Computational Processing of the Portuguese Language (PROPOR 2022),Fortaleza, Brazil, 2022. v.13208. p.299–309. https://doi.org/10.1007/978-3-030-98305-5_28
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- Pirozelli, P.; Brandão, A. A. F.; Peres, S. M.; Cozman, F. G. To Answer or Not to Answer? Filtering Questions for QA Systems. In Proceedings of 11th Brazilian Conference on Intelligent Systems (BRACIS 2022), Campinas, 2022. v. II. p. 464-478. https://doi.org/10.1007/978-3-031-21689-3_33
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- Pirozelli, P.; Castro, A. B. R.; Oliveira, A. L. C.; Oliveira, A. S.; Cação, F. N.; Silveira, I. C.; Campos, J. G. M.; Motheo, L. C.; Figueiredo, L. F.; Pellicer, L. F. A. O.; José, M. A.; José, M. M.; Ligabue, P. M.; Grava, R. S.; Tavares, R. M.; Matos, V. B.; Sym, Y. V.; Costa, A. H. R.; Brandão, A. A. F.; Mauá, D. D.; Cozman, F. G.; Peres, S. M. The BLue Amazon Brain (BLAB): A Modular Architecture of Services about the Brazilian Maritime Territory. Proceedings of the Workshop: AI Modeling Oceans and Climate Change (AIMOCC 2022), Vienna, 2022, p. 1-11. https://doi.org/10.48550/arXiv.2209.07928
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- Pirozelli, P.; José, M. M.; Silveira, I.; Nakasato, F.; Peres, S. M.; Brandão, A. A. F.; Costa, A. H. R.; Cozman, F. G. Benchmarks for Pira 2.0, a Reading Comprehension Dataset on the ocean, the Brazilian coast, and climate change. Language Resources and Evaluation. PREPRINT (Version 1) available at Research Square, 2022.https://doi.org/10.21203/rs.3.rs-2046889/v1
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- Sym, Y. V.; Campos, J. G. M.; Cozman, F. G. Blab Reporter: Automated Journalism Covering The Blue Amazon. In Proceedings of the 15th International Conference on Natural Language Generation: System Demonstrations (ACL 2022), Waterville, Maine, USA, Meeting online, 2022. p.1–3. URL: https://aclanthology.org/2022.inlg-demos.1
- Sym, Y. V.; Campos, J. G. M.; Cozman, F. G. Blab Reporter: Automated Journalism Covering The Blue Amazon. In Proceedings of the 15th International Conference on Natural Language Generation: System Demonstrations (ACL 2022), Waterville, Maine, USA, Meeting online, 2022. p.1–3. URL: https://aclanthology.org/2022.inlg-demos.1
2021
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- Bisinotto, G. A.; Cotrim, L. P.; Cozman, F. G.; Tannuri, E. A. Sea State Estimation with Neural Networks Based on the Motion of a Moored FPSO Subjected to Campos Basin Metocean Conditions. In Proceedings of the 10th Brazilian Conference on Intelligent Systems (BRACIS 2021),Virtual Event, 2021. v.13074 p.294–308.https://doi.org/10.1007/978-3-030-91699-2_21
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- Bona, G.D.; Rocha, V. H. N.; Cozman, F.G. Epistemic Argumentation with Conditional Probabilities and Labeling Constraints. In Proceedings of the 20th International Symposium on Imprecise Probability: Theories and Applications (ISIPTA 2021),University of Granada, Granada, Spain, 2021. PMLR 147:100-109.
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- Cação, F. N.; José, M. M.; Oliveira, A. S.; Spindola, S.; Costa, A.H.R.; Cozman, F.G. DEEPAGÉ: Answering Questions in Portuguese about the Brazilian Environment. In Proceedings of 10th Brazilian Conference on Intelligent Systems (BRACIS 2021), Online, 2021. v. 13704. p. 419–433. https://doi.org/10.1007/978-3-030-91699-2_29
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- Cozman, F. G.; Munhoz, H. N. Some thoughts on knowledge-enhanced machine learning. In Proceedings International Journal of Approximate Reasoning, 2021. v.136. p.308-324. https://doi.org/10.1016/j.ijar.2021.06.003
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- José, M. A.; Cozman, F. G. mRAT-SQL+GAP: A Portuguese Text-to-SQL Transformer. In Proceedings of the 10th Brazilian Conference on Intelligent Systems (BRACIS 2021), Virtual Event, 2021, v.13074. p. 511–525. https://doi.org/10.1007/978-3-030-91699-2_35
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- Moreno, F. M.; Tannuri, E. A.; Cozman, F. G. Automatic Clustering of Metocean Conditions in the Brazilian Coast. Encontro Nacional de Inteligencia Artificial (ENIAC), submitted, 2021. https://doi.org/10.1115/1.4056618
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- Paschoal, A. F. A.; Pirozelli, P.; Freire, V.; Delgado, K. V.; Peres, S. M.; José, M. M.; Nakasato, F.; Oliveira, A. S.; Brandão, A. A. F.; Costa, A. H. R.; Cozman, F. G. Pirá: A Bilingual Portuguese-English Dataset for Question-Answering about the Ocean. In Proceedings of the 30th ACM International Conference on Information & Knowledge Management (CIKM’21), Queensland Australia, 2021. p. 4544–4553. https://doi.org/10.1145/3459637.3482012
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- Spindola, S.; José, M. M.; Oliveira, A. S.; Cação, F. N.; Cozman, F. G. Interpretability of Attention Mechanisms in a Portuguese-Based Question Answering System about the Blue Amazon. In Proceedings of 18th Encontro Nacional de Inteligência Artificial (ENIAC), Evento Online, Porto Alegre: Sociedade Brasileira de Computação, 2021. p. 775-786. https://doi.org/10.5753/eniac.2021.18302