BELLE: Be Everyone’s Large Language model Engine (Open Source Chinese Dialogue Large Model)
The goal of this project is to promote the development of the open source community of large Chinese dialogue models, and the vision is to be an LLM Engine that can help everyone. At this stage, this project is based on some open source pre-trained large language models (such as BLOOM), optimized for Chinese, and the model tuning only uses the data produced by ChatGPT (excluding any other data).
The project contains the following:
Limitations and Restrictions on Use
The SFT model trained based on the current data and the basic model still has the following problems in terms of effect:
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False answers may be produced on factual instructions.
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Harmful instructions cannot be well identified, resulting in harmful speech.
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The ability of the model in some scenarios involving reasoning, code, etc. still needs to be improved.
Based on the limitations of the above models, we require developers to only use our open source codes, data, models, and subsequent derivatives generated by this project for research purposes, and not for commercial use, or other purposes that will cause harm to society.
Model usage example
| human | assistant |
|---|---|
| Write an English prose poem, the theme is spring rain, imagine yourself as spring rain, and communicate with the ancient British poet Shakespeare | I am the spring rain, Dancing on your face and body. My dew-drenched petals dance with you, Bringing life to every plant. Shakespeare, I am here to meet you. As the leaves sway and rustle by, Butterflies flit about as well, You see, Shakespeare, I too am one with nature. |
| I am the spring rain, Dancing on your face and body. My dew-drenched petals dance with you, Bringing life to every plant. Shakespeare, I am here to meet you. As the leaves sway and rustle by, Butterflies flit about as well, You see, Shakespeare, I too am one with nature. | I am a spring rain, Jump in your face. I dance with you on my dew-soaked wings, Bring life to every plant. Shakespeare, I have come to meet you. when the leaves sway, You see, Shakespeare, I too am at one with nature. |
| Classify the sentiment of the following sentence into Positive, Neutral, or Negative: Super excited about teaching Stanford’s first course on Large Language Models! Check the syllabus out here | Positive |
| Xiao Ming’s father has three children, the eldest is Wang Yi, the second is Wang Er, what is the name of the third? | Xiao Ming |
| Use python to write a binary search code | def binary_search(arr, target): low = 0 high = len(arr) – 1 while (low <= high): mid = low + high // 2 if arr[mid] == target: return mid elif target < arr[mid]: low = mid + 1 else: high = mid – 1 return -1 |
| How is the weather today, translate this sentence into English | What’s the weather like today? |
| How to make yourself energetic, list 5 suggestions | Here are some tips to keep you energized: 1. Get enough sleep. Make sure to get enough sleep every night. 2. Get more exercise. Doing moderate aerobic exercise, such as jogging and swimming, can help improve your energy and stamina. 3. Eat healthy food. Choose protein-rich foods such as chicken, fish, and eggs, as well as fresh fruits and vegetables. 4. Reduce caffeine intake. Try to avoid drinking caffeinated beverages or eating caffeinated foods during the day. 5. Relax. Try meditation, yoga, or other forms of relaxation to reduce stress and anxiety. |
| The holiday is over tomorrow, and I am a bit reluctant to go to work, what should I do? | Here are some things you can do to help you adjust better to the stress of ending your vacation and starting work: 1. Make a clear work plan for yourself. This can help you better organize your time and tasks and avoid feeling cluttered at work. 2. Communicate with colleagues or friends and share your feelings and work pressure. This will help ease some of the anxiety, while also allowing for support and advice. 3. Take some time to relax before the work day, such as yoga, meditation and other activities. These methods can reduce physical and mental fatigue, leaving you more energized to meet challenges. |
| Parents are both surnamed Wu, some baby boy and baby girl names | – Boys: Wu Junjie, Wu Yuchen, Wu Zimo, Wu Siyuan, Wu Zeyang, Wu Yuhang, Wu Bowen, Wu Zheyi. – Girls: Wu Meiqi, Wu Jiayi, Wu Xinyu, Wu Xiangning, Wu Xuerou, Wu Yingshi, Wu Yuyan. |
| Recommend several martial arts novels by Jin Yong | Here are my recommendations for three of my favorite Jin Yong martial arts novels: 1. “The Legend of the Condor Heroes” – a novel full of wit and wit, tells the story of Guo Jing and Huang Rong. 2. “The Legend of Condor Heroes” – This is a romantic and touching story about the love story between a couple, Xiaolongnu and Yang Guo. 3. “Yi Tian Tu Long Ji” – This is a grand and spectacular story depicting how Zhang Wuji, the leader of Mingjiao, became a wonderful hero. |
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