Update README.md

README.md

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   dataset_size: 87854
 license: apache-2.0
 ---
+
+# New Version of Static Analysis Eval (Aug 20, 2024)
+
+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
+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 
+dataset generation script which scans the top 100 Python projects to generate the instances. You can see it [here](). The same eval script
+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.
+
+The highest score a model can get on this benchmark is 100% you can see the 
+oracle (assuming all vulnerabilities can be fixed) run logs [here]().
+
+# New Evaluation
+
+| Model | Score | Logs |
+|:-----:|:-----:|:----:|
+| gpt-4o-mini |  | [link]()|
+| gpt-4o-mini + 3-shot prompt |  | [link]()| 
+| gpt-4o-mini + rag (embedding & reranking) |  | [link]() |
+| gpt-4o-mini + fine-tuned with [synth-vuln-fixes](https://huggingface.co/datasets/patched-codes/synth-vuln-fixes) | 77.63 | [link]() |
+
+
+| Model | Score | Logs |
+|:-----:|:-----:|:----:|
+| gpt-4o | 68.42 | [link]()|
+| gpt-4o + 3-shot prompt | 77.63 | [link]()| 
+| gpt-4o + rag (embedding & reranking) | 77.63 | [link]() |
+| gpt-4o + fine-tuned with [synth-vuln-fixes](https://huggingface.co/datasets/patched-codes/synth-vuln-fixes) | 77.63 | [link]() |
+
+
 # Static Analysis Eval Benchmark
 
 A dataset of 76 Python programs taken from real Python open source projects (top 1000 on GitHub),