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+ ---
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+ datasets:
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+ - tatsu-lab/alpaca
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+ language:
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+ - en
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+ ---
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+ ## Model details
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+
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+ **Organization developing the model**
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+ Alibaba DAMO Academy, Tsinghua University
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+
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+ **Model date**
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+ Wombat-7B was released at 2023/04/13.
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+
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+ **Model version**
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+ Wombat-7B
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+
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+ **Training dataset**
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+ The training data of Wombat-7B is released in the [RRHF](https://github.com/GanjinZero/RRHF).
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+
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+ **Model type**
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+ Wombat-7B is a general-purpose instruction-following language model aligned with chatGPT (as proxy human preferences), fine-tuned from Alpaca models.
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+ We use a novel method named RRHF (Rank Response to align Human Feedback) to fine-tune Alpaca.
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+
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+ **How to use**
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+ To recover Wombats from delta parameters:
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+ ```bash
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+ python apply_delta.py \
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+ --base ./llama-7b \
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+ --target ./wombat-7b \
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+ --delta GanjinZero/wombat-7b-delta
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+ ```
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+ where **apply_delta.py** is from [code](https://github.com/GanjinZero/RRHF/blob/main/apply_delta.py).
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+
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+ To infer with Wombats: Please refer to [code](https://github.com/GanjinZero/RRHF/blob/main/single_sentence_inference.py).
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+
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+ **Citations details**
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+ Please cite our paper on Arxiv:
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+ ```
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+ @misc{yuan2023rrhf,
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+ title={RRHF: Rank Responses to Align Language Models with Human Feedback without tears},
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+ author={Zheng Yuan and Hongyi Yuan and Chuanqi Tan and Wei Wang and Songfang Huang and Fei Huang},
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+ year={2023},
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+ eprint={2304.05302},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL}
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+ }
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+ ```
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+
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+ **License**
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+ Data are licensed under the CC BY NC 4.0 license.
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+
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+ **Where to send questions or comments about the model**
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+ Questions, comments, and discussions about Wombats and RRHF can be sent via the [GitHub repository](https://github.com/GanjinZero/RRHF) of the project, by opening an issue.
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+ or send emails to yuanzheng.yuanzhen@alibaba-inc.com, yuanhy20@mails.tsinghua.edu.cn or chuanqi.tcq@alibaba-inc.com.
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+
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+ **Primary intended uses**
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+ The primary use of Wombat-7B and Wombat-7B-GPT4 is research on learning from human feedback and is a prototype of RRHF methods.
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+
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+ **Primary intended users**
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+ The primary intended users of Wombat-7B and Wombat-7B-GPT4 are researchers in natural language processing, machine learning and artificial intelligence.
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+
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+ **Out-of-scope use cases**
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+ Wombat-7B and Wombat-7B-GPT4 are not finetuned with proxy human feedback of OpenAI chatGPT and GPT4 and are not intended for use in production systems.
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+ Any usage must not be competing with the OpenAI API.