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Artificial Intelligence

Introducing Occiglot: A Grand-Scale European Initiative for Open-Source Creation and Growth of Extensive Language Models.

OcciGlot, a revolutionary language model introduced by a group of European researchers, aims to address the need for inclusive language modeling solutions that embody European values of linguistic diversity and cultural richness. By focusing on these values, the model intends to maintain Europe's competitive edge in academics and economics and ensure AI sovereignty and digital…

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Deciphering the ‘Intelligence of the Silicon Masses’: How LLM Groups Are Revolutionizing Forecasting Accuracy to Equate Human Prowess

Large Language Models (LLMs), trained on extensive text data, have displayed unprecedented capabilities in various tasks such as marketing, reading comprehension, and medical analysis. These tasks are usually carried out through next-token prediction and fine-tuning. However, the discernment between deep understanding and shallow memorization among these models remains a challenge. It is essential to assess…

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The AI research document from the University of California, Berkeley, introduces ArCHer: an innovative machine learning platform beneficial for enhancing progressive decision-making in expansive language models.

The technology industry has been heavily focused on the development and enhancement of machine decision-making capabilities, especially with large language models (LLMs). Traditionally, decision-making in machines was improved through reinforcement learning (RL), a process of learning from trial and error to make optimal decisions in different environments. However, the conventional RL methodologies tend to concentrate…

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IBM AI Research Unveils API-BLEND: A Comprehensive Resource for Training and Rigorous Assessment of Tool-Enhanced LLMs.

The implementation of APIs into Large Language Models (LLMs) is a major step towards complex, functional AI systems like hotel reservations or job applications through conversational interfaces. However, the development of these systems relies heavily on the LLM's ability to accurately identify APIs, fill the necessary parameters, and sequence API calls based on the user's…

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‘EfficientZero V2’, a machine learning platform, enhances sample efficiency in various areas of reinforcement learning.

Reinforcement Learning (RL) is a crucial tool for machine learning, enabling machines to tackle a variety of tasks, from strategic gameplay to autonomous driving. One key challenge within this field is the development of algorithms that can learn effectively and efficiently from limited interactions with the environment, with an emphasis on high sample efficiency, or…

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EasyQuant: Transforming Big Language Model Quantization through Tencent’s Algorithm that doesn’t require Data

The constant progression of natural language processing (NLP) has brought about an era of advanced, large language models (LLMs) that can accomplish complex tasks with a considerably high level of accuracy. However, these models are costly in terms of computational requirements and memory, limiting their application in environments with finite resources. Model quantization is a…

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Establishing Connections with VisionLLaMA: A Comprehensive Framework for Visual Tasks

In recent years, large language models such as LLaMA, largely based on transformer architectures, have significantly influenced the field of natural language processing. This raises the question of whether the transformer architecture can be applied effectively to process 2D images. In response, a paper introduces VisionLLaMA, a vision transformer that seeks to bridge language and…

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Scientists improve the side vision abilities in AI systems.

Researchers at MIT have developed an image dataset that simulates peripheral vision for use in training machine learning (ML) models, an area where artificial intelligence (AI) notably diverges from human ability. Humans leverage less-detailed peripheral vision to detect shapes and items outside their direct line of sight, an ability AI lacks. Incorporating aspects of peripheral…

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The Obscure Characteristics of Influencer Advertising

The influencer marketing industry, valued at $16.4 billion in 2022, is anticipated to witness exponential growth in the coming decade as per the annual benchmarking report by Influencer Marketing Hub. Influencer marketing has become an essential component of marketing strategy for organizations. Influencer marketing leverages the popularity and reach of personalities, often on social media, to…

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Scientists from the University of California, San Diego and the University of Southern California have unveiled a revolutionary AI construct, dubbed CyberDemo. This groundbreaking structure is programmed for robotics to learn imitation from visual perceptions.

Automation and AI researchers have long grappled with dexterity in robotic manipulation, particularly in tasks requiring a high degree of skill. Traditional imitation learning methods have been hindered by the need for extensive human demonstration data, especially in tasks that require dexterous manipulation. The paper referenced in this article presents a novel framework, CyberDemo, which relies…

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Transforming AI Conversation: A Look at How FUSECHAT Combines Several Language Models to Create a Superior, More Memory-Efficient LLM.

The development of Large Language Models (LLMs) such as GPT and LLaMA has significantly revolutionized natural language processing (NLP). They have found use in a broad range of functions, causing a growing demand for custom LLMs amongst individuals and corporations. However, the development of these LLMs is resource-intensive, posing a significant challenge for potential users. To…

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This Chinese AI Research Document presents ChatMusician: A publicly available Language Model that incorporates innate musical capabilities.

The intersection of artificial intelligence (AI) and music has become an essential field of study, with Large Language Models (LLMs) playing a significant role in generating sequences. Skywork AI PTE. LTD. and Hong Kong University of Science and Technology have developed ChatMusician, a text-based LLM, to tackle the issue of understanding and generating music. ChatMusician shows…

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