Datasets:
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README.md
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@@ -41,4 +41,23 @@ Further statistics on the dataset and a set of preliminary experiments performed
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The dataset is also hosted on the [DESSERT Lab Github](https://github.com/dessertlab/Shellcode_IA32).
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The dataset is also hosted on the [DESSERT Lab Github](https://github.com/dessertlab/Shellcode_IA32).
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Please consider citing our work:
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```
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@inproceedings{liguori-etal-2021-shellcode,
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title = "{S}hellcode{\_}{IA}32: A Dataset for Automatic Shellcode Generation",
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author = "Liguori, Pietro and
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Al-Hossami, Erfan and
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Cotroneo, Domenico and
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Natella, Roberto and
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Cukic, Bojan and
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Shaikh, Samira",
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booktitle = "Proceedings of the 1st Workshop on Natural Language Processing for Programming (NLP4Prog 2021)",
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month = aug,
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year = "2021",
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address = "Online",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/2021.nlp4prog-1.7",
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doi = "10.18653/v1/2021.nlp4prog-1.7",
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pages = "58--64",
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abstract = "We take the first step to address the task of automatically generating shellcodes, i.e., small pieces of code used as a payload in the exploitation of a software vulnerability, starting from natural language comments. We assemble and release a novel dataset (Shellcode{\_}IA32), consisting of challenging but common assembly instructions with their natural language descriptions. We experiment with standard methods in neural machine translation (NMT) to establish baseline performance levels on this task.",
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}```
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