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Fix typo in `techniques_to_improve_reliability.md`
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techniques_to_improve_reliability.md
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@ -201,7 +201,7 @@ Although the `Let's think step by step` trick works well on math problems, it's
To learn more, read the [full paper](https://arxiv.org/abs/2205.11916).
If you apply this technique to your own tasks, don't be afraid to experiment with customizing the instruction. `Let's think step by step` is rather generic, so you may find better performance with instructions that hew to a stricter format customized to your use case. For example, if you were you can try more structured variants like `First, think step by step about why X might be true. Second, think step by step about why Y might be true. Third, think step by step about whether X or Y makes more sense.`. And you can even give the model an example format to help keep it on track, e.g.:
If you apply this technique to your own tasks, don't be afraid to experiment with customizing the instruction. `Let's think step by step` is rather generic, so you may find better performance with instructions that hew to a stricter format customized to your use case. For example, you can try more structured variants like `First, think step by step about why X might be true. Second, think step by step about why Y might be true. Third, think step by step about whether X or Y makes more sense.`. And you can even give the model an example format to help keep it on track, e.g.:
```text-davinci-002
Using the IRS guidance below, answer the following questions using this format: