dataset_info:
features:
- name: file_name
dtype: string
- name: verified_c_file_content
dtype: string
- name: dependency_acls
dtype: string
- name: function_implementation
dtype: string
- name: verified
dtype: bool
- name: total_goals
dtype: int64
- name: verified_goals
dtype: int64
- name: error_cause
dtype: string
- name: c_code_snippet
dtype: string
- name: acsl_snippet
dtype: string
splits:
- name: train
num_bytes: 1702402
num_examples: 506
download_size: 444955
dataset_size: 1702402
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
General information:
This dataset is meant for evaluating the ability of LLMs to generate a valid implementation given a specification and is partly a derivative of The Stack 1 and The Stack 2. The dataset is meant for research purposes. Please look up the legal license from The Stack 1 and The Stack 2 before using.
Please cite our paper if you use this dataset:
Here is a link to our paper describing the process of creating this dataset: https://link.springer.com/chapter/10.1007/978-3-032-07132-3_5
Example of use:
The following results were obtained by prompting the LLMs to generate an implementation given an ACSL specification and the function signature. We only used 100 examples for this test. The outputs were then evaluated using Frama-C with the WP and RTE plugins, for more information of specific versions etc, please have a look at our paper.
Contact
If you have any questions regarding the dataset, you can email me at niclas.hertzberg@ai.se.