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README.md
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# Leaderboard
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| Model | StaticAnalysisEval (%) | Time (mins) | Price (USD) |
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|:-------------------------:|:----------------------:|:-------------:|:-----------:|
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| gpt-4o-mini | 68.42 | 20:0 | 0.07 |
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| gemini-1.5-flash-latest | 68.42 | 18:2 | 0.07 |
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| Llama-3.1-405B-Instruct | 65.78 | 40:12 | |
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# Leaderboard
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The top models on the leaderboard are all fine-tuned using the same dataset that we released called [synth vuln fixes](https://huggingface.co/datasets/patched-codes/synth-vuln-fixes).
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You can read about our experience with fine-tuning them on our [blog](https://www.patched.codes/blog/a-comparative-study-of-fine-tuning-gpt-4o-mini-gemini-flash-1-5-and-llama-3-1-8b).
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| Model | StaticAnalysisEval (%) | Time (mins) | Price (USD) |
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|:-------------------------:|:----------------------:|:-------------:|:-----------:|
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| gpt-4o-mini-finetuned | 77.63 | 21:0 | 0.21 |
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|gemini-1.5-flash-finetuned | 73.68 | 18:0 | |
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|Llama-3.1-8B-Inst-finetuned| 69.74 | 23:0 | |
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| gpt-4o-mini | 68.42 | 20:0 | 0.07 |
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| gemini-1.5-flash-latest | 68.42 | 18:2 | 0.07 |
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| Llama-3.1-405B-Instruct | 65.78 | 40:12 | |
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