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  ## ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation
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  <p align="center">
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  | Model | Checkpoint | Size | HumanEval (+) | MBPP (+) | License|
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  |:-------|:------------|:------|:---------------|:----------|:--------|
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- | ReflectionCoder-CL-7B | 🤗 [HF Link](https://huggingface.co/SenseLM/ReflectionCoder-CL-7B) | 7B | 75.0 (68.9) | 72.2 (61.4) | [Llama2](https://ai.meta.com/llama/license/) |
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- | ReflectionCoder-CL-34B | 🤗 [HF Link](https://huggingface.co/SenseLM/ReflectionCoder-CL-34B) | 34B | 70.7 (66.5) | 68.4 (56.6) | [Llama2](https://ai.meta.com/llama/license/) |
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- | ReflectionCoder-DS-6.7B | 🤗 [HF Link](https://huggingface.co/SenseLM/ReflectionCoder-DS-6.7B) | 6.7B | 80.5 (74.4) | 81.5 (69.6) | [DeepSeek](https://github.com/deepseek-ai/DeepSeek-Coder/blob/main/LICENSE-MODEL) |
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- | ReflectionCoder-DS-33B | 🤗 [HF Link](https://huggingface.co/SenseLM/ReflectionCoder-DS-33B) | 33B | 82.9 (76.8) | 84.1 (72.0) | [DeepSeek](https://github.com/deepseek-ai/DeepSeek-Coder/blob/main/LICENSE-MODEL) |
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  ## Datasets
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  | Dataset | Link | License |
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  |:-------------------|:----------------|:----------------------------------------------|
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- | ReflectionSeq-GPT | 🤗 [HF Link](https://huggingface.co/datasets/SenseLM/ReflectionSeq-GPT) | [License](LICENSE) |
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- | ReflectionSeq-DS | 🤗 [HF Link](https://huggingface.co/datasets/SenseLM/ReflectionSeq-DS) | [License](LICENSE) |
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  ## How to Use
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  ```
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  #### Inference Code
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- Please refer to our GitHub Repo [need update](https://ai.meta.com/llama/license/) for more technical details.
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  ## Citation
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  - [Evol-CodeAlpaca-v1](https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1)
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  - [MagiCoder](https://github.com/ise-uiuc/magicoder/tree/main)
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  - [EvalPlus](https://github.com/evalplus/evalplus)
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- - [OpenCoderInterpreter](https://github.com/OpenCodeInterpreter/OpenCodeInterpreter/tree/main)
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+ ---
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+ license: apache-2.0
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+ datasets:
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+ - SenseLLM/ReflectionSeq-GPT
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+ - SenseLLM/ReflectionSeq-DS
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+ language:
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+ - en
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+ ---
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  ## ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation
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  <p align="center">
 
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  | Model | Checkpoint | Size | HumanEval (+) | MBPP (+) | License|
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  |:-------|:------------|:------|:---------------|:----------|:--------|
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+ | ReflectionCoder-CL-7B | 🤗 [HF Link](https://huggingface.co/SenseLLM/ReflectionCoder-CL-7B) | 7B | 75.0 (68.9) | 72.2 (61.4) | [Llama2](https://ai.meta.com/llama/license/) |
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+ | ReflectionCoder-CL-34B | 🤗 [HF Link](https://huggingface.co/SenseLLM/ReflectionCoder-CL-34B) | 34B | 70.7 (66.5) | 68.4 (56.6) | [Llama2](https://ai.meta.com/llama/license/) |
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+ | ReflectionCoder-DS-6.7B | 🤗 [HF Link](https://huggingface.co/SenseLLM/ReflectionCoder-DS-6.7B) | 6.7B | 80.5 (74.4) | 81.5 (69.6) | [DeepSeek](https://github.com/deepseek-ai/DeepSeek-Coder/blob/main/LICENSE-MODEL) |
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+ | ReflectionCoder-DS-33B | 🤗 [HF Link](https://huggingface.co/SenseLLM/ReflectionCoder-DS-33B) | 33B | 82.9 (76.8) | 84.1 (72.0) | [DeepSeek](https://github.com/deepseek-ai/DeepSeek-Coder/blob/main/LICENSE-MODEL) |
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  ## Datasets
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  | Dataset | Link | License |
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  |:-------------------|:----------------|:----------------------------------------------|
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+ | ReflectionSeq-GPT | 🤗 [HF Link](https://huggingface.co/datasets/SenseLLM/ReflectionSeq-GPT) | [License](LICENSE) |
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+ | ReflectionSeq-DS | 🤗 [HF Link](https://huggingface.co/datasets/SenseLLM/ReflectionSeq-DS) | [License](LICENSE) |
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  ## How to Use
 
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  ```
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  #### Inference Code
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+ Please refer to our [GitHub Repo](https://github.com/SenseLLM/ReflectionCoder) for more technical details.
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  ## Citation
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  - [Evol-CodeAlpaca-v1](https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1)
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  - [MagiCoder](https://github.com/ise-uiuc/magicoder/tree/main)
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  - [EvalPlus](https://github.com/evalplus/evalplus)
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+ - [OpenCoderInterpreter](https://github.com/OpenCodeInterpreter/OpenCodeInterpreter/tree/main)