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  1. resources/demo_description.md +2 -2
resources/demo_description.md CHANGED
@@ -4,5 +4,5 @@ For more details, check out our [website](https://lm-code-binder.github.io/).
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  *Note:* 1) Codex has query limits for openai keys, thus it may be slow in generation/execution when (high) concurrent requests occur.
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- We are trying to make the demo faster and more robust, please let us know if you have any feedback!
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- 2) This page is just for demonstration, so we generate fewer program for speeding up, please check the [paper](https://arxiv.org/abs/2210.02875) and [code](https://github.com/HKUNLP/Binder) on majority vote and weight bias better result.
 
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  *Note:* 1) Codex has query limits for openai keys, thus it may be slow in generation/execution when (high) concurrent requests occur.
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+ 2) This page is just for demonstration, so we generate fewer program for speeding up, please check the [paper](https://arxiv.org/abs/2210.02875) and [code](https://github.com/HKUNLP/Binder) on majority vote and weight bias better result.
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+ 3) We are trying to make the demo faster and more robust, please let us know if you have any feedback!