Shulou(Shulou.com)11/24 Report--

CTOnews.com October 17 news, the analysis company stateof.ai today released the "2023 artificial Intelligence status report (State of AI Report 2023)", the report mainly from the research (Research), industry (Industry), policy (Politics), security (Safety), forecast (Predictions), the current development of AI in the industry is analyzed.

The ▲ source stateof.aiCTOnews.com collation and summary report is as follows:

According to stateof.ai, OpenAI's GPT-4 is still the most powerful language model, which not only shows the capability gap between proprietary technology and suboptimal open source alternatives, but also verifies the model ability of self-learning based on human feedback (RLHF).

▲ diagram source stateof.ai

The big models in the stateof.ai market have their own advantages. Nowadays, LLaMa2 is the trend of the industry. More and more people try to make the models miniaturized and refined by means of LLaMa-1 and LLaMa2, so as to "clone or defeat" proprietary large models.

The source stateof.ai context length of ▲ images is one of the key limitations of LLM, and increasing it to 100K is an incredible achievement. Stateof.ai found that although the "context length" in the popular AI tools is short, there is a lot of research in the industry that is increasing the context content of the model output.

▲ image source stateof.ai "text generation video", in-car autopilot "prediction environment", "use prompts to modify picture content", such AI functions are gradually becoming the industry tuyere.

▲ diagram source stateof.ai

▲ source stateof.ai big language model and diffusion model are bringing new breakthroughs to molecular biology and pharmacology, and related research will contribute to the development of natural theory and science.

Multimode is becoming a new frontier, and the heat of various agents is gradually increasing.

By virtue of AI tuyere, ▲ source stateof.ai Nvidia has successfully joined the club with a market capitalization of trillions of dollars. at present, Nvidia's A100 and H100 GPU are widely used in the industry.

▲ diagram source stateof.ai

▲ diagram source stateof.ai

▲ diagram source stateof.ai

Led by ChatGPT, the fastest-growing product in the world, generative AI tools have made breakthroughs in areas such as graphics, video, programming, voice or CoPilots, driving $18 billion in venture capital and corporate investment (CTOnews.com Note: about RMB 131.58 billion currently).

The progress of global governance of ▲ is still slow, and the largest artificial intelligence laboratory is filling this gap.

▲ diagram source stateof.ai

▲ source stateof.ai many models are easily used by malicious people. To solve these challenges, researchers are exploring alternatives, such as self-alignment (self-alignment) and pre-training with "human preference".

▲ diagram source stateof.ai

Referenc

Report on the status of artificial Intelligence in 2023 (State of AI Report 2023)

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