“No one who majored in Data Analytics and Data Science in our class has found a job.” The gossip at my friend’s dinner table made me tremble as I had just entered the DA circle as a graduate student.
It seems that I have been declared unemployed before I even started my official job search. And all of this is "thanks" to large language models (LLMs ) represented by ChatGPT .
Less than a year after its launch, ChatGPT has already occupied almost every industry. There is no doubt that LLMs can replace part of the labor force and promote industrial renewal more efficiently .
For example, LLMs related to image generation can help you design logos anytime and anywhere , making visual design more accessible. At this point, I suddenly realized that maybe this article could also be handed over to ChatGPT.
So ChatGPT gave me this response:
How do I make ChatGPT work for me?
As artificial intelligence technology continues to develop, more and more people are beginning to realize that AI assistants can provide help and support in various fields. ChatGPT is one of the powerful language models that can be used for a variety of purposes, including writing, question answering, programming assistance, and more. But to make ChatGPT work for you, you need to master some tips and methods to ensure that you can use it to its full potential. In this article, we will explore how to make ChatGPT a powerful assistant for you.
Understand the capabilities and limitations of ChatGPT:
First, you need to understand the capabilities and limitations of ChatGPT. While it can produce high-quality text, it's not omnipotent. Its knowledge deadline is September 2021, so it may not be up to date. In addition, it may also generate inaccurate information, so you need to be careful to verify the content it provides when using ChatGPT.
Choose the appropriate usage scenario:
ChatGPT can be used in a variety of different scenarios, including writing, translation, programming assistance, answering questions, etc. Before using ChatGPT, determine your specific needs and then choose the appropriate way to leverage it. For example, if you need to write an article, you can provide ChatGPT with relevant topics and key points and let it generate a first draft. If you need programming help, you can provide relevant code and problem description, and get suggestions from ChatGPT.
Provide clear input:
The performance of ChatGPT depends heavily on the input you provide. For better results, make sure your input is clear, the question is clear, and the description is detailed. If you need ChatGPT's help solving a problem, providing context and background information will help it better understand your needs.
Interact with ChatGPT:
ChatGPT is an interactive tool that you can have a conversation with, gradually improving your request and getting more information. Don't be afraid to interact with it to better suit your needs. You can ask questions step by step, asking for more details until you get an answer or content that you're satisfied with.
Teach ChatGPT how it works:
ChatGPT can learn by example, so if you are not satisfied with its output, you can provide more examples to guide it. You can provide more appropriate context or model the answer you expect. This will help ChatGPT better understand your needs and expectations.
Be aware of language and privacy:
When using ChatGPT, be careful to use civilized and respectful language, and avoid sensitive or illegal content. Also, make sure you don’t reveal personal or sensitive information to protect your privacy.
Continuously learn and improve:
Finally, remember that using ChatGPT is a learning process. As you gain experience, you will become more proficient and able to better utilize its features. Keep learning and improving your methods to use ChatGPT more effectively.
All in all, ChatGPT is a powerful tool that can help in a variety of scenarios. To get the most out of it, you need to understand its capabilities and limitations, choose appropriate usage scenarios, provide clear input, interact with it, teach it how to work, and be mindful of language and privacy. Through continuous learning and improvement, you will be able to make ChatGPT your powerful assistant, providing support and solutions for your various needs.
It can be seen that ChatGPT has limited resources and can only integrate network resources rather than innovate ideas . In addition, in order to produce such LLMs, humans need to continuously elaborate on its instructions. Everything it can do is based on instructions .
In other words, ChatGPT can visualize your ideas, but the inspiration still comes from humans . Therefore, it is currently unrealistic for LLMs to completely replace manual work.
As many people in the industry say, "AI will not eliminate you, it will only eliminate people who cannot use tools." What we have to do is to study how to let LLMs do the repetitive and tedious work for us, and put all our energy into it. Focus on inspiration and innovation .
Therefore, mastering tools like ChatGPT has become the key for us not to be eliminated by technology. So, as students, how can we use LLMs to work efficiently ? The author of this article summarizes the following methods based on his own experience in using ChactGPT during the learning process.
Comprehensive understanding of abstract concepts
Just imagine, when you encounter a student concept that you are not familiar with while studying, what is your first reaction? check! Baidu, Sohu, Google... As long as you put keywords into these search engines, you can get related entries and popular science articles. However, the overwhelming information equals the increased reading volume. It is better to use ChatGPT to help you summarize the important information about this concept .
Organize essay ideas
LLMs can play a key role in the article conception stage. For example, you have determined a research direction but are not sure how to connect several concepts. At this time, you can ask LLMs to help you sort out a work similar to a mind map to help you further organize your ideas.
Check the correctness of the solution
When completing a science assignment, we may have the idea that we want to test the answer. At this time, LLMs can act as a compilation of answers to judge whether your solution to the problem is correct or incorrect. In other words, we can treat LLMs as a 24-hour online tutor , who can revise our problem-solving ideas in a timely manner.
Reorganize output language
In life and study, we often need to reorganize language to facilitate our understanding and being understood . The help that LLMs can provide in this regard includes but is not limited to translating text, rewriting text, parsing text, etc. For example, when we cannot understand the assignment instructions given by the professor, we can turn to LLMs to restate them in more concise and clear language.
Although LLMs can reduce our workload to a certain extent, many unknown errors may occur when integrating data and running them .
As ChatGPT itself said, the first point to make it work for you is to "understand the capabilities and limitations of ChatGPT"
Although LLMs are powerful, they do not mean that the content they generate is true and accurate. Therefore, we need to be skeptical of all content produced by LLMs and conduct a secondary review of its content .
For example, LLMs may recommend some relevant literature to you after inferring your search intention. At this time, we cannot directly use its ideas for understanding the literature, because before reading the literature ourselves, we can neither guarantee whether it actually exists nor discern the accuracy of the content summarized by LLMs .
For another example, when the answers given by LLMs are different from the answers you get yourself, you should know that you may not be wrong . In the process of secondary verification, we can first use ChatGPT to ensure that our understanding of certain academic concepts is correct, and then use the correct understanding to solve the problem again.
Simply put, between LLMs and your own brain, you should choose to trust the latter .
When using LLMs, we also need to avoid property rights infringement . Since LLMs are trained based on online resources, the content they produce may be secondary creations of other people's copyrighted works.
Therefore, when producing content from LLMs, we need to strictly follow the relevant procedures for "quoting other people's content" to ensure that the content used has formal authorization and copyright ownership instructions .
This is also the reason why ChatGPT has been severely criticized in many academic fields. Letting LLMs generate academic content will not only run the risk of potential copyright infringement, but will also be regarded as academic fraud , because it is no different from hiring an academic paper ghostwriter, but the ghostwriter is a machine.
Some disciplines related to data and technology may encourage the use of LLMs to promote learning, but professors usually emphasize that if LLMs are used during assignments, the content produced by the LLMs must be annotated .
Undoubtedly, LLMs can promote learning efficiency to a certain extent. What we have to do is to maximize its advantages while ensuring learning effects and copyright protection .
We don’t need to be anxious about the power of LLMs. After all, its capabilities are still limited compared to the infinite imagination and creativity of humans . If humans have the ability to create LLMs, they have the ability to make them work for us.
Again, "AI won't eliminate you, it will only eliminate people who don't know how to use tools."