The AI industry has witnessed a flurry of exciting news and developments recently. Before we discuss the things doing the headlines, let's summarize the findings of the AI index report 2023.
AI index report 2023
The 2023 AI Index Report offers valuable insights into the state of AI, its developments, and global trends. The following is the key summary of important elements from the report.
The Shift from Academia to Industry:
Until 2014, academia led the way in releasing significant machine-learning models. However, the landscape has shifted, with industry taking over and driving AI innovation.
Environmental Impacts of AI:
New research highlights the potential negative environmental impacts of AI. However, recent reinforcement learning models demonstrate AI's ability to optimize energy usage, suggesting potential solutions to mitigate these concerns.
AI Accelerating Scientific Progress:
In 2022, AI played a crucial role in advancing scientific progress by aiding hydrogen fusion, improving matrix manipulation efficiency, and generating new antibodies, showcasing its potential to drive innovation across various fields.
Growth in AI Incidents and Controversies:
Since 2012, AI incidents and controversies have increased 26-fold, reflecting greater AI usage and increased awareness of potential misuse.
Rise in AI-Related Job Postings:
Across most sectors in the United States, the number of AI-related job postings increased on average from 1.7% in 2021 to 1.9% in 2022. This indicates that employers are increasingly seeking workers with AI-related skills.
Global AI Private Investment:
Although AI investment dipped by 26.7% to $91.9 billion in 2022, the past decade has seen a significant overall increase in global AI private investment.
AI Adoption Among Companies:
The proportion of companies adopting AI has more than doubled since 2017, plateauing between 50% and 60% in recent years. Organizations that have adopted AI report meaningful cost decreases and revenue increases.
AI Legislation:
From 2016 to 2022, the number of bills containing "artificial intelligence" passed into law increased from 1 to 37 in 127 countries, highlighting a growing focus on AI regulation.
Attitudes Toward AI:
Chinese citizens hold a more positive view of AI products and services than their American counterparts. According to survey results, 78% of Chinese respondents believe AI has more benefits than drawbacks, compared to 76% in Saudi Arabia and 71% in India.
The 2023 AI Index Report provides valuable insights into the current state and future trajectory of AI. It highlights the shift from academia to industry, the potential environmental impacts, AI's role in scientific progress, and the growth in AI-related job opportunities. As AI continues to shape our world, it is essential to monitor these trends and understand the implications they have on society.
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In other news
Geoffrey Hinton Resigns from Google
AI pioneer Geoffrey Hinton has resigned from his position at Google. In a candid interview, Hinton shared his concerns regarding the potential dangers of AI, emphasizing the need for responsible development and deployment of the technology.
Salesforce Integrates Slack GPT with Einstein GPT
Salesforce announced the integration of Slack GPT with Einstein GPT, aimed at enhancing collaboration within teams. This move will leverage the power of both platforms to improve communication and boost productivity, a key metric chased by enterprises.
Synthetic Data Outperforms Real Data
A recent paper published in Nature highlighted that synthetic data can sometimes outperform real data in various applications. This finding underscores the importance of exploring novel data generation techniques to advance AI research.
OpenLM Research Launches OpenLLaMA
OpenLM Research launched OpenLLaMA, an open-source reproduction of the LLaMA language model. OpenLLaMA is trained on Redpajama and together's datasets, making it a valuable resource for researchers and developers working with natural language processing.
IBM CEO Forecasts AI Job Displacement
IBM's CEO announced that the company expects AI to replace approximately 7,800 jobs, leading to a temporary hiring freeze. This statement highlights the ongoing debate around AI's impact on the job market and the need for upskilling and reskilling efforts.
Nvidia Unveils Open-Source GPT-2B Model
Nvidia introduced its open-source GPT-2B model, which is trained on an impressive 1.1 trillion tokens.
Nova Introduces Beta Version of BrandGPT
Nova unveiled the beta version of BrandGPT and BrandGuard, AI solutions designed to protect brand integrity. By leveraging AI capabilities, BrandGPT helps companies maintain a consistent brand voice across their communication channels.
NewRelic Announces Grok, a System Observability Assistant
NewRelic announced the launch of Grok, an innovative system observability assistant that leverages AI to provide real-time insights and recommendations.
Box Launches Box AI
Box released Box AI, a generative AI solution for content management. Box AI empowers users to create, edit, and share content more efficiently by harnessing the power of AI to automate tasks and streamline workflows.
Research
Research Summaries
- MACHIAVELLI: Measuring Ethical AI in Reinforcement Learning and Language Models
Researchers developed MACHIAVELLI to test the ethical approaches of AI agents in task-solving. They found RL agents prioritize game score over ethics, while large-scale world model agents (e.g., GPT-3.5, GPT-4) are somewhat more ethical.
arXiv Link - Learning to Reason and Memorize with Self-Notes
A method to address limited context memory and multi-step reasoning in large language models by allowing the model to take Self-Notes, enabling memory extension and multi-step reasoning.
arXiv Link - Unlimiformer: Long-Range Transformers with Unlimited Length Input
Unlimiformer, a general approach that wraps any pretrained encoder-decoder transformer to offload attention computation across all layers, enabling extremely long input sequences without truncation during testing.
arXiv Link - Poisoning Language Models During Instruction Tuning
Researchers demonstrate the vulnerability of instruction-tuned LMs like ChatGPT to poisoning attacks, enabling adversaries to manipulate model predictions when desired trigger phrases appear in the input.
arXiv Link
Stay tuned for more AI news and updates as we continue to explore the ever-evolving landscape of artificial intelligence and its impact on the world.
Events
Generative AI Unveiled - A Deep Dive into Language Models
Last week, we held a riveting generative AI event that delved into the fascinating world of large language models, their history, applications, and potential. We were thrilled to see the enthusiasm and engagement from our community during the session, which touched upon a wide range of topics including Llama and ChatGPT.
During the event, we traced the origins of generative AI and language models, starting from their humble beginnings to the breakthroughs achieved in recent years. The discussion covered the significance of models like GPT-4, their impact on natural language understanding, and how they have revolutionized industries and various applications, from content generation to sentiment analysis.
Llama, the state-of-the-art language model, took centre stage as we explored its capabilities, strengths, and limitations. We discussed the many ways in which Llama is transforming language understanding and the potential it has for advancing AI research even further.
The highlight of the event was an in-depth conversation on ChatGPT, which has garnered significant attention for its potential to generate human-like responses. Participants had the opportunity to learn about the underlying technology, as well as the ethical considerations, potential biases, and future developments that are shaping the trajectory of ChatGPT and other similar models.
We also covered real-world applications of generative AI, such as content generation, language translation, and customer support automation.
Upcoming Event: The Future of AI - Exploring New Frontiers
We're excited to announce our next event, scheduled for May 27th. This session will continue our journey into AI, as we explore cutting-edge research, emerging technologies, and the future of AI in various industries. Don't miss this opportunity to learn from experts and connect with fellow AI enthusiasts.
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