Tencent Research Institute releases "50 Keywords for Decoding AI Landscapes"

Standing at the starting point of 2025, if you were to choose 50 keywords to summarize...AIWhich 50 key technologies and application directions would you choose?

Tencent Research Institute has been continuously tracking this over the past yearartificialintelligentThe technology and trends in the field, throughAIDaily ExpressAI50 keywords per week, a weekly tech nine-square grid, an AGI roadmap, andLarge ModelOnline roundtable discussion of Produce CampAI&Society High-Level Seminar and 100 Questions from 100 PeopleThese branded columns track cutting-edge technological applications, connect with leading experts' perspectives, and promote in-depth thinking.AIIts impact on social development has led to the formation of the "Industry..."Large ModelReport","AIGC Top Ten Trends - Entering the Era of Machine Brains, "Industrial"Large ModelApplication Report, Ten QuestionsAIaccompany"","End sideLarge ModelTurning Point?AIJournalism in the GC Era, FinanceLarge ModelApplication Report andLarge ModelMore than ten reports, including the "Safety and Ethics Research Report 2024," continue to provide insights for understanding and application by various sectors of society.AIProvide our insights and perspectives.

In this process, we also unexpectedly discovered that the gradual accumulation of daily research is leading to a qualitative change, verifying that the research process also exhibits an "emergent" phenomenon based on a large amount of information input. For example, […].AIDaily Express consists of ten carefully selected items by researchers each day.AIThe progress information, even when compiled only from compressed data, has resulted in an AGI database of over 300,000 words, deepening our understanding of...AIDomain knowledge has also become essential for researchers to gain a comprehensive understanding and insight.AIThe foundation of technological and industry development trends. We have also tried to focus on the edge.intelligentImage processing, video generation, and embodimentintelligentIn areas such as [specific areas], we conducted specialized research, which verified that researchers, supported by a large amount of information, can achieve trend extraction based on information compression, and received very good feedback from the industry.

Furthermore, we considered whether we could further condense the key information and thematic research from our year-round AGI database into 50 keywords, making it accessible to more people.AIWhat is the basic picture and future trends of the field? We and...AIWe conducted this experiment together and completed this report.

Here we share our experimental process:

• Step 1: Based on the researchers' findingsAIDomain tracking and understanding, classificationLarge ModelThe eight major directions of technology and application are:Basic models, image processing, video generation, 3D generation, programming assistants,AgentEnd sideintelligentand embodimentintelligent.
• Step 2: Invite researchers who are following up on each direction to carefully select about 30 keywords from each field based on the 2024 progress data of that direction in the AGI database, and then confirm 6-8 of the most representative keywords through discussions among multiple people.

• Step 3: Learn from humans andLarge ModelBoth possess the two thinking characteristics of "fast thinking" and "slow thinking." We analyze each carefully selected keyword from two dimensions, and provide "supervision" and "guidance."AI50 drawings were madeAIKeyword cards.
  • The "Quick Thinking" section is led and directed by the researchers.AIGenerate a brief description and visual representation of the keywords, and decide whether to accept the generated results. If the results do not meet the standards, further guidance will be provided. AIRedraw.
  • The "Slow Thinking" section involves researchers providing their previously accumulated thematic research findings and confirming the logical format of the output, offering guidance.AIIt helps to sort out the development path and trends, and ultimately generate core observations, logical chains and essential insights.

  This should be considered an unconventional exploration and an experiment in human-machine collaboration. Its value lies in the fact that human researchers...AIWith the assistance of [unclear], it was achievedAICompression, refinement, trend analysis, and visualization of massive amounts of information in the field, enabling those without...AIEven people with no technical background can understand this through these 50 cards.AIThis report outlines the general scope of the field. At the same time, we must point out that the rigor of this report, especially some of the visualizations, may not yet reach the level of a work entirely written by human researchers. We welcome criticism and corrections from technical experts.

  Standing at the starting point of 2025, we hope these 50 cards will provide you with useful references for learning, research, and decision-making. Tencent Research Institute will also continue to deepen...AIWe are exploring the field of &Society, and we sincerely invite friends from all walks of life to pay attention and participate, and work together to move towards…intelligentA symbiotic future.

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