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  dataset_size: 87854
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  license: apache-2.0
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  # Static Analysis Eval Benchmark
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  A dataset of 76 Python programs taken from real Python open source projects (top 1000 on GitHub),
 
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  dataset_size: 87854
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  license: apache-2.0
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  ---
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+ # New Version of Static Analysis Eval (Aug 20, 2024)
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+ We have created a new version of the benchmark with instances that are harder than the previous one. There has been a lot of progress in models
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+ over the last year as a result the previous version of the benchmark was saturated. The methodology is the same, we have also released the
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+ dataset generation script which scans the top 100 Python projects to generate the instances. You can see it [here](). The same eval script
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+ works as before. You do not need to login to Semgrep anymore as we only use their OSS rules for this version of the benchmark.
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+ The highest score a model can get on this benchmark is 100% you can see the
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+ oracle (assuming all vulnerabilities can be fixed) run logs [here]().
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+ # New Evaluation
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+ | Model | Score | Logs |
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+ |:-----:|:-----:|:----:|
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+ | gpt-4o-mini | | [link]()|
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+ | gpt-4o-mini + 3-shot prompt | | [link]()|
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+ | gpt-4o-mini + rag (embedding & reranking) | | [link]() |
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+ | gpt-4o-mini + fine-tuned with [synth-vuln-fixes](https://huggingface.co/datasets/patched-codes/synth-vuln-fixes) | 77.63 | [link]() |
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+ | Model | Score | Logs |
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+ |:-----:|:-----:|:----:|
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+ | gpt-4o | 68.42 | [link]()|
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+ | gpt-4o + 3-shot prompt | 77.63 | [link]()|
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+ | gpt-4o + rag (embedding & reranking) | 77.63 | [link]() |
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+ | gpt-4o + fine-tuned with [synth-vuln-fixes](https://huggingface.co/datasets/patched-codes/synth-vuln-fixes) | 77.63 | [link]() |
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  # Static Analysis Eval Benchmark
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  A dataset of 76 Python programs taken from real Python open source projects (top 1000 on GitHub),