Update README.md
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@ -12,7 +12,7 @@ SQLCoder-70B and SQLCoder-34B are fine-tuned on a base CodeLlama model.
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| model | perc_correct |
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| defog-sqlcoder-70b-alpha | 93.0 |
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| defog-sqlcoder-7b-2 | 87.0 |
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| defog-sqlcoder-7b-2 | 90.5 |
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| defog-sqlcoder-34b-alpha | 84.0 |
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| gpt4-2024-01-30 | 82.0 |
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| gpt4-turbo-2024-01-30 | 78.0 |
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@ -37,13 +37,15 @@ You can read more about our [training approach](https://defog.ai/blog/open-sourc
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## Results by question category
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We classified each generated question into one of 6 categories. The table displays the percentage of questions answered correctly by each model, broken down by category.
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| | date | group_by | order_by | ratio | join | where |
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| ------------- | ---- | -------- | -------- | ----- | ---- | ----- |
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| -------------- | ---- | -------- | -------- | ----- | ---- | ----- |
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| sqlcoder-70b | 96 | 91.4 | 97.1 | 85.7 | 97.1 | 91.4 |
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| sqlcoder-7b | 96 | 91.4 | 94.3 | 91.4 | 94.3 | 77.1 |
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| sqlcoder-34b | 80 | 94.3 | 85.7 | 77.1 | 85.7 | 80 |
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| gpt-4 | 64 | 94.3 | 88.6 | 74.2 | 85.7 | 80 |
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| sqlcoder2-15b | 76 | 80 | 77.1 | 60 | 77.1 | 77.1 |
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| gpt-4 | 72 | 94.3 | 97.1 | 80 | 91.4 | 80 |
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| gpt-4-turbo | 76 | 91.4 | 91.4 | 62.8 | 88.6 | 77.1 |
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| natural-sql-7b | 56 | 88.6 | 85.7 | 60 | 88.6 | 80 |
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| sqlcoder-7b | 64 | 82.9 | 74.3 | 54.3 | 74.3 | 74.3 |
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| gpt-3.5 | 68 | 77.1 | 74.2 | 34.3 | 65.7 | 71.4 |
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| gpt-3.5 | 72 | 77.1 | 82.8 | 34.3 | 65.7 | 71.4 |
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| claude-2 | 52 | 71.4 | 74.3 | 57.1 | 65.7 | 62.9 |
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## Using SQLCoder
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