Automatic Summarization of Technical Documents in the Oil and Gas Industry

Joao Marcos Correia Marques, Fabio Gagliardi Cozman, Ismael Humberto Ferreira Dos Santos

Resultado de la investigación: Contribución a una conferenciaArtículo de conferencia

Resumen

© 2019 IEEE. We address extractive summarization of technical documents in the oil and gas industry, a major and urgent task due to the large volume of critical reports in that industry. We examine five distinct state-of-the-art extractive algorithms; to assess performance, a new open dataset was created using the open access Journal of Petroleum Exploration and Production Technology (JPEPT). Abstracts for papers in this journal were used as ground truths for summarization. Algorithms were refined to work with these documents in the best possible way. Our most effective algorithm achieved a state-of-the-art ROUGE-2 score of 0.123, taking 83 minutes to summarize the entire JPEPT dataset.
Idioma originalInglés estadounidense
Páginas431-436
Número de páginas6
DOI
EstadoPublicada - 1 oct 2019
Publicado de forma externa
EventoProceedings - 2019 Brazilian Conference on Intelligent Systems, BRACIS 2019 -
Duración: 1 oct 2019 → …

Conferencia

ConferenciaProceedings - 2019 Brazilian Conference on Intelligent Systems, BRACIS 2019
Período1/10/19 → …

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  • Citar esto

    Correia Marques, J. M., Gagliardi Cozman, F., & Ferreira Dos Santos, I. H. (2019). Automatic Summarization of Technical Documents in the Oil and Gas Industry. 431-436. Papel presentado en Proceedings - 2019 Brazilian Conference on Intelligent Systems, BRACIS 2019, . https://doi.org/10.1109/BRACIS.2019.00082