Ten trillion parameters, can you pile up a general artificial intelligence？

2023年3月12日 | admin | dgdg

# Headline Creation Challenge ## One knowledge point every day ## 10 trillion parameters, can you pile up a general artificial intelligence? #

Although the current large-scale language models, such as GPT-3 and GPT-4, have more than 10 trillion parameters, these models still cannot be regarded as the realization of General Artificial Intelligence (AGI).

General artificial intelligence refers to an artificial intelligence system that can carry out various intelligent activities like human beings. It has the ability of self-learning and adaptation, and can cope with various situations and tasks. Although the current large-scale language models can perform well in some tasks, they are still only in the category of "Narrow AI".

In addition, general artificial intelligence needs to have more abilities, such as perception, exploration, understanding and emotion, which are still not realized by simple parameter stacking. Therefore, to achieve real universal artificial intelligence, we need to innovate and make progress in algorithms, hardware and software.

However, to achieve real universal artificial intelligence, we need to innovate and make progress in the following aspects:

  1. Algorithm: Although the current large-scale language models can perform well in some tasks, they are still only in the category of "narrow artificial intelligence". Therefore, we need to research and develop more general artificial intelligence algorithms, such as reinforcement learning, meta-learning and transfer learning.
  2. Hardware: In order to realize general artificial intelligence, a lot of computing resources are needed to support the operation of artificial intelligence system. Therefore, it is necessary to research and develop more efficient and intelligent computing hardware, such as quantum computers and neuron chips.
  3. Software: To realize general artificial intelligence, we need to develop a more perfect software system, including autonomous learning and adaptability, emotion and consciousness. This requires us to deeply study the essence and mechanism of human intelligence and apply it to artificial intelligence systems.
  4. Human-computer interaction: To realize general artificial intelligence, we need to research and develop more natural and efficient human-computer interaction methods, including voice, images, gestures and other forms. This requires us to conduct in-depth research on human interaction patterns and habits and apply them to artificial intelligence systems.

To sum up, the realization of real universal artificial intelligence needs innovation and progress in algorithms, hardware, software and human-computer interaction. Although the current large-scale language model parameters have reached 10 trillion, they still cannot be regarded as the realization of general artificial intelligence. We need to make continuous efforts and exploration to realize the real general artificial intelligence.

ChatGPT