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static-analysis-eval

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metadata
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
dataset_info:
  features:
    - name: source
      dtype: string
    - name: file_name
      dtype: string
    - name: cwe
      dtype: string
  splits:
    - name: train
      num_bytes: 87854
      num_examples: 76
  download_size: 53832
  dataset_size: 87854

Dataset Card for "static-analysis-eval"

A dataset of 76 Python programs taken from real Python open source projects (top 1000 on GitHub), where each program is a file that has exactly 1 vulnerability as detected by a particular static analyzer (Semgrep).

Leaderboard

Model StaticAnalysisEval (%) Time (mins) Price (USD)
gpt-4o 69.736 23:05 1.53
Llama-3-70B 65.78 35:26
Llama-3-8B 65.78 31.34
gpt-4-1106-preview 64.47 27:56:00 3.04
gpt-4 63.16 26:31:00 6.84
gpt-4-0125-preview 53.94 34:40:00
patched-coder-7b 51.31 45.2
patched-coder-34b 46.05 33:58:00 0.867
Mistral-Large 40.8 > 1 hr
Gemini-pro 39.47 16:09 0.228
Mistral-Medium 39.47 > 1 hr 0.8
Mixtral 30.26 30.09
gpt-3.5-turbo-0125 28.95 21.5
claude-3-opus-20240229 25 > 1 hr
Gemma 19.73 36.4
gpt-3.5-turbo-1106 17.11 13:00 0.228
Codellama-70b-Instruct 10.53 30.32
CodeLlama-34b-Instruct 7.89 23:16