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What is the Connection between Generative Retrieval and Multi-Vector Dense Retrieval?

AI Paper Summary, AI Shorts, Applications, Artificial Intelligence, Editors Pick, Staff, Tech News, Technology, UncategorizedApril 6, 202474Views0Likes0Comments
With an increase in the adoption of pre-trained language models in recent years, the use of neural-based retrieval models has been on the rise. One of these models is Dense Retrieval (DR), known for its effectiveness and impressive ranking performance on several benchmarks. In particular, Multi-Vector Dense Retrieval (MVDR) employs multiple vectors to describe documents…

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Google’s AI showcases innovative standards in video analysis through its Streaming Dense Captioning model.

AI Shorts, Artificial Intelligence, Computer vision, Editors Pick, Staff, Tech News, Technology, UncategorizedApril 6, 202473Views0Likes0Comments
Google researchers have developed a new streaming dense video captioning model which aims to improve on previous methods by enabling localized identification of events within a video and real-time generation of appropriate captions for them. Existing practices are hindered by limited frame processing, causing incomplete or inadequate video descriptions. The existing dense video captioning models have…

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Introducing ‘LangChain Financial Agent’: A Fintech Venture Powered by AI, Constructed on Langchain and FastAPI

AI Shorts, AI Tool, Applications, Artificial Intelligence, Editors Pick, Open Source Projects, Staff, Tech News, Technology, UncategorizedApril 6, 202463Views0Likes0Comments
In a world full of investment opportunities, choosing the right one requires having access to accurate financial data and understanding complex financial metrics. Both seasoned and new investors face challenges in obtaining this information and staying up-to-date with the latest financial news. While there are a plethora of tools and services designed to provide this…

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The automated platform instructs users about the appropriate time to partner with an AI assistant.

Algorithms, Artificial Intelligence, Computer Science and Artificial Intelligence Laboratory (CSAIL), Computer science and technology, Data, Electrical Engineering & Computer Science (eecs), Health care, Human-computer interaction, IDSS, Institute for Medical Engineering and Science (IMES), Machine learning, MIT Schwarzman College of Computing, Research, School of Engineering, UncategorizedApril 6, 202465Views0Likes0Comments
Researchers at MIT and the MIT-IBM Watson AI Lab have developed a system that teaches users when to trust AI and when to ignore it, and it has already led to an approximately 5% increase in accuracy during image prediction tasks. The researchers designed a customised onboarding process, which is when the user is familiarized…

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A team from MIT publishes research papers on the management of AI.

Artificial Intelligence, Computer science and technology, Electrical Engineering & Computer Science (eecs), Government, Machine learning, MIT Schwarzman College of Computing, Policy, School of Engineering, Technology and society, UncategorizedApril 6, 202473Views0Likes0Comments
A group of scholars from the Massachusetts Institute of Technology (MIT) has outlined a governance framework for artificial intelligence (AI). The initiative aims to educate U.S. lawmakers on the implementation of AI regulations that can enhance their leadership in the field, minimize any potential harm, and promote beneficial practices. The main policy paper, titled "A…

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A computer expert is advancing the limits of geometry.

Algorithms, Artificial Intelligence, Computer Science and Artificial Intelligence Laboratory (CSAIL), Computer science and technology, Computer vision, Electrical Engineering & Computer Science (eecs), Faculty, Machine learning, MIT Schwarzman College of Computing, Profile, School of Engineering, UncategorizedApril 6, 202477Views0Likes0Comments
Over 2,000 years ago, Euclid, a Greek mathematician often referred to as the father of geometry, fundamentally transformed our understanding of shapes. Today, Justin Solomon, a professor at MIT's Department of Electrical Engineering and Computer Science and a member of the Computer Science and Artificial Intelligence Laboratory (CSAIL), employs contemporary geometric approaches to tackle complex…

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Bridging the gap between design and production for optical equipment.

Artificial Intelligence, Biological engineering, Computer science and technology, Electronics, Machine learning, Mechanical engineering, MIT Schwarzman College of Computing, MIT.nano, National Institutes of Health (NIH), Research, School of Engineering, UncategorizedApril 6, 202469Views0Likes0Comments
Photolithography, the process of using light to precisely etch designs onto a surface, is a primary method for creating computer chips and optical devices. However, it's common for slight deviations during manufacturing to cause the final product to diverge from the intended design. To bridge this gap, researchers from MIT and the Chinese University of…

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Deep neural networks exhibit potential in replicating human auditory models.

Artificial Intelligence, Brain and cognitive sciences, Hearing, Machine learning, McGovern Institute, National Institutes of Health (NIH), Research, School of Science, UncategorizedApril 6, 202464Views0Likes0Comments
A new study from MIT suggests that computational models rooted in machine learning are moving closer to simulating the structure and function of the human auditory system. Such technology could improve the development of hearing aids, cochlear implants, and brain-machine interfaces. The study analyzed deep neural networks trained for auditory tasks, finding similarities with the…

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Google AI researchers have developed a new privacy-centric cascade system to improve the performance of machine learning models.

AI Paper Summary, AI Shorts, Applications, Artificial Intelligence, Editors Pick, Large Language Model, Machine learning, Staff, Tech News, Technology, UncategorizedApril 6, 202471Views0Likes0Comments
The concept of cascades in large language models (LLMs) has gained popularity for its high task efficiency while reducing data inference. However, potential privacy issues can arise in managing sensitive user information due to interactivity between local and remote models. Conventional cascade systems lack privacy-protecting mechanisms, causing sensitive data to be unintentionally transferred to the…

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Myshell AI and scholars from MIT have suggested JetMoE-8B: an ultra-efficient Language Model (LLM) capable of attaining LLaMA2-Level training at just $0.1 million.

AI Shorts, Applications, Artificial Intelligence, Editors Pick, Language Model, Large Language Model, Multimodal AI, New Releases, Staff, Tech News, Technology, UncategorizedApril 6, 202464Views0Likes0Comments
Artificial Intelligence (AI) is a rapidly advancing field that often requires hefty investments, predominantly accessible to tech giants like OpenAI and Meta. However, an exciting breakthrough presents an exception to this norm—turning the tide in favor of democratizing AI development. Researchers from MIT's Computer Science and Artificial Intelligence Laboratory (CSAIL) and Myshell AI have demonstrated…

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