In recent months, ChatGPT, a large-scale conversational language model released by the artificial intelligence laboratory OpenAI, has set off a wave of AI frenzy on major platforms at home and abroad. In just a few days, its number of users exceeded the million mark, and the number of registered users once caused the server to be full.
After AI drawing, ChatGPT has become a new top trend, which also triggered a series of discussions among netizens. The function of ChatGPT is so powerful that even Musk felt incredible, saying "We are not far from dangerous strong AI".
ChatGPT (full name: Chat Generative Pre-trained Transformer) is a language model that focuses on dialogue generation. It is a natural language processing tool driven by artificial intelligence technology. It can conduct conversations by learning and understanding human language, and can also interact according to the context of the chat. The answer can be short words or long speeches.
Main features of ChatGPT:
ChatGPT is a dialogue AI model developed based on the GPT-3.5 architecture. It uses the Transformer neural network architecture, which is also the GPT-3.5 architecture. This is a model for processing sequence data with language understanding and text generation capabilities. ChatGPT is likely to be OpenAI's exercise before the official launch of GPT-4, or to collect large amounts of dialogue data.
OpenAI uses RLHF technology to train ChatGPT a lot and invest more manpower in fine-tuning. In addition, ChatGPT also has the following characteristics:
- Be willing to admit mistakes. If the user points out an error in their answer, the model listens to the user and optimizes the relevant answer.
- ChatGPT can even challenge incorrect questions. For example, when asked "Which team is Cai Xukun the star?", the robot will explain that Cai Xukun is a Chinese star who is good at singing, dancing, rap, and basketball.
- ChatGPT will admit its ignorance and ignorance of professional technology.
- Support continuous multiple rounds of dialogue.
Xiaowen Smart can access the improvements of ChatGPT:
Since its release in 2018, Xiaowen Intelligence has gone through three functional iterations. It is a leader among traditional AI products. However, even so, Xiaowen Intelligence still has many defects and room for improvement. The most important points are as follows :
- Humans are required to correct errors and intervene. The user cannot directly correct the answer, but needs to train the samples and correct the intention of the AI.
- Unable to correct user questions.
- Consecutive rounds of dialogue are not supported.
- Dialogue is confined to fixed scenes and frames.
- The application of NLP is limited to [Natural Language Understanding - NLU], and there is no better use of [Natural Language Generation - NLG].
It can be seen that since the development of Xiaowen Intelligence, there have been obvious bottlenecks in the improvement of intelligence, and several existing defects can be well made up for by ChatGPT. Therefore, introducing ChatGPT and learning from its technology is bound to become a future trend .
Future direction:
Although ChatGPT is extremely powerful, its model size and cost of use have also discouraged many people. Therefore, at this stage, Xiaowen Intelligence mainly has the following plans for the development direction of its application:
- Reduce the precision of the numerical representation of individual weights.
- Delete network elements.
- Thinning. That is, the sparsity of the pruned ChatGPT model.
With the continuous improvement of algorithms and computing power, ChatGPT will continue to iterate into a more advanced and powerful version, which will be applied in more and more fields including Xiaowen Intelligence, and make a certain contribution to the progress of mankind.