Viewpoint: ChatGPT cannot achieve precise calculations other than 0 or 1

On April 8th, it was announced that the main forum of the “Artificial Intelligence Big Model Technology Summit Forum” hosted by the Chinese Artificial Intelligence Society opened in Xiaoshan, Hangzhou today. At the forum, Huang Minlie, Associate Professor of Tsinghua University, Founder of Lingxin Intelligence, and National Outstanding Young Scholars, delivered a speech. Huang Minlie stated that ChatGPT has shortcomings and shortcomings, such as the inability to achieve mathematical calculations and symbolic reasoning, specifically manifested as the inability to achieve precise calculations other than 0 or 1. Because ChatGPT is essentially a language model, its ability comes from fitting training data; There is no explicit logical reasoning and judgment in its operating mechanism. In addition, ChatGPT also has issues with accuracy, security, and other aspects.

Viewpoint: ChatGPT cannot achieve precise calculations other than 0 or 1

I. Introduction
– Brief explanation of the Artificial Intelligence Big Model Technology Summit Forum
II. Who is Huang Minlie?
– Background information about Huang Minlie
– Why he is an expert in the field of artificial intelligence
III. What is ChatGPT?
– Explanation of ChatGPT
– How ChatGPT works
IV. The Shortcomings of ChatGPT
– Inability to achieve mathematical calculations and symbolic reasoning
– Lack of precise calculations beyond 0 or 1
– Absence of explicit logical reasoning and judgment in its operating mechanism
– Issues with accuracy, security, and other aspects
V. Possible Solutions
– Ways to address the shortcomings of ChatGPT
– Emerging technologies that can improve the performance of ChatGPT
VI. Conclusion
– Recap of the main points discussed in the article
– Final thoughts on the future of ChatGPT
FAQ:
1. Will ChatGPT become obsolete due to its shortcomings?
2. What are some potential applications of ChatGPT despite its limitations?
3. How does ChatGPT compare to other language models in terms of performance?
# On April 8th, it was announced that the main forum of the “Artificial Intelligence Big Model Technology Summit Forum” hosted by the Chinese Artificial Intelligence Society opened in Xiaoshan, Hangzhou today. At the forum, Huang Minlie, Associate Professor of Tsinghua University, Founder of Lingxin Intelligence, and National Outstanding Young Scholars, delivered a speech. Huang Minlie stated that ChatGPT has shortcomings and shortcomings, such as the inability to achieve mathematical calculations and symbolic reasoning, specifically manifested as the inability to achieve precise calculations other than 0 or 1. Because ChatGPT is essentially a language model, its ability comes from fitting training data; There is no explicit logical reasoning and judgment in its operating mechanism. In addition, ChatGPT also has issues with accuracy, security, and other aspects.

Introduction

Artificial intelligence (AI) is one of the most promising fields today, revolutionizing every aspect of our lives from healthcare to transportation. The Artificial Intelligence Big Model Technology Summit Forum, hosted by the Chinese Artificial Intelligence Society, is an important event highlighting the latest trends and advancements in AI research. At the event, Huang Minlie, an expert in the field of AI, delivered a speech where he highlighted the shortcomings of ChatGPT, an AI model that has gained a lot of attention in recent years for its ability to generate human-like text.

Who is Huang Minlie?

Huang Minlie is an associate professor at Tsinghua University, a leading academic institution in China, and the founder of Lingxin Intelligence, a company specializing in AI research and development. He is also a National Outstanding Young Scholar, a prestigious title awarded by the Chinese government to recognize exceptional talent in various fields. Huang has extensive experience in the fields of natural language processing and machine learning, making him an authority on the topic of ChatGPT.

What is ChatGPT?

ChatGPT is an AI model that uses machine learning algorithms to generate human-like text. It is a type of language model, meaning that it is designed to understand and produce written or spoken language. ChatGPT was first introduced by OpenAI, an AI research organization, in 2019. It has since gained popularity for its ability to generate high-quality text that is often indistinguishable from text written by humans.

The Shortcomings of ChatGPT

Despite its impressive capabilities, ChatGPT has several shortcomings that limit its performance. One of the biggest limitations of ChatGPT is its inability to perform mathematical calculations and symbolic reasoning. The model can only achieve precise calculations other than 0 or 1, which limits its usefulness in applications that require complex calculations. Additionally, ChatGPT lacks explicit logical reasoning and judgment in its operating mechanism. It relies solely on fitting training data, which means that it cannot reason on a logical or abstract level.
Furthermore, ChatGPT faces issues with accuracy, security, and other important aspects. The model’s accuracy is limited by the quality and quantity of the training data it receives. This means that if the data fed into ChatGPT is biased or incomplete, the model may generate inaccurate or misleading responses. Additionally, ChatGPT’s design makes it vulnerable to security threats, such as data poisoning attacks or adversarial attacks.

Possible Solutions

To address the shortcomings of ChatGPT, researchers are exploring ways to improve its accuracy, reliability, and security. One approach is to develop new language models that incorporate mathematical and symbolic reasoning, allowing the model to perform complex calculations and make logical deductions. Another solution is to integrate ChatGPT with other emerging technologies, such as blockchain or federated learning, which can enhance the model’s security and privacy.

Conclusion

In conclusion, while ChatGPT has demonstrated impressive capabilities in generating human-like text, its limitations must be considered when applying it in practical contexts. Huang Minlie’s speech highlights the need for researchers and developers to explore new approaches to improve the performance and reliability of ChatGPT. As AI continues to revolutionize the world, it is important to ensure that we use it responsibly and ethically to avoid unintended consequences.
FAQ:
1. Will ChatGPT become obsolete due to its shortcomings?
Ans: It is unlikely that ChatGPT will become obsolete due to its shortcomings, as researchers are working on developing solutions to address the model’s limitations.
2. What are some potential applications of ChatGPT despite its limitations?
Ans: ChatGPT can be used in various applications, such as natural language processing, chatbots, and virtual assistants, where generating human-like text is the primary objective.
3. How does ChatGPT compare to other language models in terms of performance?
Ans: ChatGPT is one of the most advanced language models currently available, although it has several limitations that limit its capabilities. Other models, such as GPT-3, are more advanced in terms of their ability to generate complex text, but also face similar limitations as ChatGPT.