Table 1 below shows the HumanEval scores of CodeParrot, InCoder, PolyCoder, CodeGen and Codex (not open-source).

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 Model | pass@1 | pass@10 | pass@100|
|-------|--------|---------|---------|
|CodeParrot (110M) | 3.80% | 6.57% | 12.78% | 
|CodeParrot (1.5B) | 3.58% | 8.03% | 14.96% |
|CodeParrot (1.5B) | 3.99% | 8.69% | 17.88% |
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|InCoder (6.7B) | 15.2% | 27.8% | 47.00% |
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|PolyCoder (160M)| 2.13% | 3.35% | 4.88% |
|PolyCoder (400M)| 2.96% | 5.29% | 11.59% |
|PolyCoder (2.7B)| 5.59% | 9.84% | 17.68% |
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|CodeGen-Mono (350M)| 12.76% | 23.11% | 35.19% |
|CodeGen-Mono (2.7B)| 23.70% | 36.64% | 57.01% |
|CodeGen-Mono (6.1B)| 26.13% | 42.29% | 65.82% |
|CodeGen-Mono (16.1B)| **29.28%** | **49.86%** | **75.00%** |
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|Codex (25M)| 3.21% | 7.1% |	12.89%|
|Codex (300M)| 13.17%| 20.37% | 36.27% |
|Codex (12B)| 28.81%| 46.81% | 72.31% |  

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