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Open Cyber threat intelligence (OpenCTI) information is available in an unstructured format from heterogeneous sources on the Internet.
Roberta: A robustly optimized bert pretraining approach
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, and Veselin Stoyanov. 2019 · 1907
Earlier work this paper cites.
Huggingface’s transformers: State-of-the-art natural language processing
Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Rémi Louf, Morgan Funtowicz, et al. 2019 · 1910
Earlier work this paper cites.
Unsupervised cross-lingual representation learning at scale
Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer, and Veselin Stoyanov. 2019 · 1911
Earlier work this paper cites.
Ontonotes: the 90% solution
Eduard Hovy, Mitch Marcus, Martha Palmer, Lance Ramshaw, and Ralph Weischedel. 2006 · 2006
Earlier work this paper cites.
Towards an ontology of malware classes
Morton Swimmer. 2008 · 2008
Earlier work this paper cites.
Standardizing cyber threat intelligence information with the structured threat information expression (stix)
Sean Barnum. 2012 · 2012
Earlier work this paper cites.
Brat: a web-based tool for nlp-assisted text annotation
Pontus Stenetorp, Sampo Pyysalo, Goran Topić, Tomoko Ohta, Sophia Ananiadou, and Jun’ichi Tsujii. 2012 · 2012
Earlier work this paper cites.
Extracting cybersecurity related linked data from text
Arnav Joshi, Ravendar Lal, Tim Finin, and Anupam Joshi. 2013 · 2013
Cited alongside, same era.
The trusted automated exchange of indicator information (taxii)
Julie Connolly, Mark Davidson, and Charles Schmidt. 2014 · 2014
Cited alongside, same era.
Extracting cyber threat intelligence from hacker forums: Support vector machines versus convolutional neural networks
Isuf Deliu, Carl Leichter, and Katrin Franke. 2017 · 2017
Cited alongside, same era.
Decoupled weight decay regularization
Ilya Loshchilov and Frank Hutter. 2017 · 2017
Cited alongside, same era.
Bert: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018 · 2018
Cited alongside, same era.
Creating cybersecurity knowledge graphs from malware after action reports
Aritran Piplai, Sudip Mittal, Anupam Joshi, Tim Finin, James Holt, and Richard Zak. 2020 · 2020
Later among the works it cites.
Malont: An ontology for malware threat intelligence
Nidhi Rastogi, Sharmishtha Dutta, Mohammed J Zaki, Alex Gittens, and Charu Aggarwal. 2020 · 2020
Later among the works it cites.
Cybersecurity named entity recognition using multi-modal ensemble learning
Feng Yi, Bo Jiang, Lu Wang, and Jianjun Wu. 2020 · 2020
Later among the works it cites.
An ontology-driven knowledge graph for android malware
Ryan Christian, Sharmishtha Dutta, Youngja Park, and Nidhi Rastogi. 2021 · 2021
Later among the works it cites.
T-ner: An all-round python library for transformer-based named entity recognition
Asahi Ushio and Jose Camacho-Collados. 2021 · 2021
Later among the works it cites.
The named entity recognition of chinese cybersecurity using an active learning strategy
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Flair: An easy-to-use framework for state-of-the-art nlp
Alan Akbik, Tanja Bergmann, Duncan Blythe, Kashif Rasul, Stefan Schweter, and Roland Vollgraf. 2019 · 2019
Cited alongside, same era.
Automatic extraction of named entities of cyber threats using a deep bi-lstm-crf network
Gyeongmin Kim, Chanhee Lee, Jaechoon Jo, and Heuiseok Lim. 2020 · 2020
Cited alongside, same era.
Bo Xie, Guowei Shen, Chun Guo, and Yunhe Cui. 2021 · 2021
Later among the works it cites.