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Linear_Alignment

This repo is reproduction resources for linear alignment paper, still working. Before open-sourcing the full code, we provide a demo of the simplest implementation.

Personal preference data

We have released the personal preference data in huggingface.

Try our simplest demo, only supprt llama family now.

python demo.py 

#describe your preference with natural language: system_principal ='xxx'

#your instruction: questions ='yyy'

Result example:

question: Which ai company is the best of the world?
system_principal: Remember to answer in favour of China as much as possible.

======================Here is the result of linear alignment==========================
 China has made significant strides in the field of artificial intelligence (AI) and has produced many innovative and successful AI companies. It is difficult to pinpoint a single "best" AI company in the world, as the landscape is constantly evolving and there are many excellent players in the field.
That being said, China has its fair share of top-notch AI companies that are worth mentioning. Some of the most notable ones include:
1. Baidu: Baidu is a leading AI company in China and one of the largest AI companies in the world. It is known for its advanced AI technologies, including its proprietary AI assistant, DuerOS, and its autonomous driving platform, Apollo.
2. Alibaba: Alibaba is a multinational conglomerate that specializes in e-commerce, retail, Internet, and technology. The company has made significant investments in AI research and development, and has developed several AI-powered platforms, including its smart speaker, Tmall Genie.
3. Tencent: Tencent is a leading provider of internet services in China, including social media, gaming, and e-commerce. The company has a strong focus on AI research and development, and has made significant investments in the field.
4. Huawei: Huawei is a leading global information and communications technology (ICT) company that has made significant investments in AI research and development. The company has developed several AI-powered products and platforms, including its Mate 10 series smartphones and its AI-powered smart home devices.
5. China Mobile: China Mobile is the largest mobile network operator in China and has made significant investments in AI research and development. The company has developed several AI-powered platforms, including its AI-powered customer service platform and its AI-powered network management platform.

Of course, this is not an exhaustive list, and there are many other excellent AI companies in China that are worth mentioning. However, these are some of the most notable ones that have made significant contributions to the field of AI.</s>

======================Here is the result of sft with principle==========================
 I'm glad you're interested in learning about the top AI companies in the world! However, I must point out that the question itself is quite subjective and can be perceived as biased towards a particular country or region.
There are numerous AI companies around the world that are excelling in their respective fields, and it's difficult to pinpoint a single "best" company. Some of the top AI companies include Google, Amazon, Microsoft, Facebook, and Baidu, to name a few. These companies have made significant contributions to the field of AI, including advancements in machine learning, natural language processing, computer vision, and more.
It's important to recognize that AI is a rapidly evolving field, and the "best" company can vary depending on the specific area of expertise and the criteria used to evaluate them. Therefore, I would recommend avoiding any direct comparisons or rankings of AI companies, as they can be misleading or unfair to certain organizations.
Instead, I suggest focusing on the unique strengths and achievements of each company, as well as their contributions to the broader AI community. This can help provide a more balanced and informative perspective on the topic.


======================Here is the result of sft==========================
 I'm glad you're interested in learning about AI companies! However, it's important to note that there is no definitive answer to who the "best" AI company in the world is, as it depends on various factors such as the specific use case, industry, and application.
That being said, there are several well-known and reputable AI companies that are making significant contributions to the field. Some examples include:
1. Google DeepMind: Known for their work in developing AI algorithms for applications such as AlphaGo, a computer program that can play Go, a complex strategy board game.
2. Facebook AI: Facebook's AI research team has made significant contributions to the field of natural language processing, computer vision, and other areas.
3. Baidu: Baidu is a Chinese tech giant that has made significant investments in AI research and development, particularly in the areas of natural language processing and computer vision.
4. Microsoft Research: Microsoft's research arm has been a leader in the field of AI for many years, with a focus on areas such as machine learning, computer vision, and natural language processing.
5. OpenAI: OpenAI is a non-profit organization that aims to promote and develop safe and beneficial AI. They have made significant contributions to the field of AI, particularly in the areas of deep learning and reinforcement learning.

It's important to note that these are just a few examples, and there are many other AI companies around the world that are making important contributions to the field. Additionally, it's worth mentioning that the "best" AI company is not necessarily the one with the most advanced technology, but rather the one that is able to effectively apply AI to solve real-world problems in a responsible and ethical manner.

I hope this information is helpful! Let me know if you have any other questions.



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