BinBench: a benchmark for x64 portable operating system interface binary function representations

In this article we propose the first multi-task benchmark for evaluating the performances of machine learning models that work on low level assembly functions. While the use of multi-task benchmark is a standard in the natural language processing (NLP) field, such practice is unknown in the field of...

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Bibliographic Details
Published in:	PeerJ. Computer science Vol. 9; p. e1286
Main Authors:	Console, Francesca, D’Aquanno, Giuseppe, Di Luna, Giuseppe Antonio, Querzoni, Leonardo
Format:	Journal Article
Language:	English
Published:	United States PeerJ. Ltd 01.06.2023 PeerJ Inc
Subjects:	Analysis Assembly language Benchmark Binary functions Binary functions representation Computational linguistics Data Mining and Machine Learning Dataset Language processing Machine learning Natural language interfaces Neural Networks Operating systems Security and Privacy New York Compiler provenance Binary functions Assembly language Neural networks Dataset Benchmark Binary functions representation Binary similarity
ISSN:	2376-5992, 2376-5992
Online Access:	Get full text
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