Publications

Knowledge extraction for assisted curation of summaries of bacterial transcription factor properties

Published in Database, Volume 2020, 2020, baaa109, 2020

Automatic Text Summarization for the biomedical domain

Recommended citation: Méndez-Cruz, C. F., Blanchet, A., Godínez, A., Arroyo-Fernández, I., Gama-Castro, S., Martínez-Luna, S. B., ... & Collado-Vides, J. (2020). "Knowledge extraction for assisted curation of summaries of bacterial transcription factor properties." Database, 2020. https://doi.org/10.1093/database/baaa109

On the Possibility of Rewarding Structure Learning Agents: Mutual Information on Linguistic Random Sets

Published in Sets & Partitions Workshop, NeurIPS, 2019

Semantic Reinforcement Learning

Recommended citation: Arroyo-Fernández, I., Mauricio Carrasco-Ruíz, J. Anibal Arias-Aguilar (2019). "On the Possibility of Rewarding Structure Learning Agents: Mutual Information on Linguistic Random Sets." Sets & Partitions Workshop, NeurIPS 2019. https://arxiv.org/abs/1910.04023

Language features in extractive summarization: Humans Vs. Machines

Published in Knowledge-Based Systems, 180, 1-11, 2019

Automatic Text Summarization

Recommended citation: Arroyo-Fernández, I., Curiel, A., & Méndez-Cruz, C. F. (2019). "Language features in extractive summarization: Humans Vs. Machines." Knowledge-Based Systems, 180, 1-11. (pp. 1-11). https://www.sciencedirect.com/science/article/abs/pii/S0950705119302205

Unsupervised sentence representations as word information series: Revisiting TF–IDF

Published in Computer Speech & Language, 2019

Keywords: Sentence Representation, Sentence Embedding, Word Embedding, Information Theory, TF-IDF, Natural Language Processing

Recommended citation: Ignacio Arroyo-Fernández, Carlos-Francisco Méndez-Cruz, Gerardo Sierra, Juan-Manuel Torres-Moreno, Grigori Sidorov. (2019). "Unsupervised sentence representations as word information series: Revisiting TF–IDF." Computer Speech & Language. 56(1). https://doi.org/10.1016/j.csl.2019.01.005

Cyberbullying Detection Task: the EBSI-LIA-UNAM System (ELU) at COLING 18 TRAC-1

Published in Proceedings of the First Workshop on Trolling, Aggression and Cyberbullying (TRAC-2018), 2018

Trolling, Aggression and Cyberbullying

Recommended citation: Arroyo-Fernández, I., Forest, D., Torres-Moreno, J. M., Carrasco-Ruiz, M., Legeleux, T., & Joannette, K. (2018). "Cyberbullying Detection Task: the EBSI-LIA-UNAM System (ELU) at COLING 18 TRAC-1." Proceedings of the First Workshop on Trolling, Aggression and Cyberbullying (TRAC-2018). (pp. 140-149). http://www.aclweb.org/anthology/W18-4417

Learning Kernels for Semantic Clustering: A Deep Approach

Published in Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Student Research Workshop, 2018

Kernel Learning, Natural Language Processing, Sentence Representation

Recommended citation: Arroyo-Fernández, I. (2015). "Learning kernels for semantic clustering: A deep approach." Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Student Research Workshop. (pp. 79-87). http://www.aclweb.org/anthology/N15-2011

UNAM at SemEval-2018 task 10: Unsupervised semantic discriminative attribute identification in neural word embedding cones

Published in Proceedings of The 12th International Workshop on Semantic Evaluation, 2018

Keywords: Word Embeding, Discriminative Attribute Identification.

Recommended citation: Arroyo-Fernández, I., Meza, I., & Méndez-Cruz, C. F. (2018). "UNAM at SemEval-2018 task 10: Unsupervised semantic discriminative attribute identification in neural word embedding cones." Proceedings of The 12th International Workshop on Semantic Evaluation. (pp. 977-984). http://www.aclweb.org/anthology/S18-1161