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Introducing CMMMU: A Freshly Developed Chinese Wide-Ranging Multi-Discipline Multimodal Comprehension Benchmark Crafted to Assess Expansive Multimodal Models LMMs

Artificial Intelligence's Large Multimodal Models (LMMs) exhibit impressive problem-solving abilities across varied tasks like zero-shot classifications, retrieval, and multimodal questioning. However, a significant gap lurks between robust LMMs and expert AI, especially concerning complex perception and reasoning with domain-specific expertise. This study introduces CMMMU, a pioneering Chinese evaluative benchmark designed to evaluate LMMs in multi-disciplinary…

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AI leads to surge in energy requirements for data centers: is it maintainable?

The exponential growth in AI is contradicting with environmental sustainability, with the possibility of coal power persisting to maintain electricity demands. As nations across the globe push for net zero transition, AI technology's immense electricity consumption, particularly generative AI, poses a challenge. AI models, which were localized and small-scale a few years ago, are now…

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Scholars from Hong Kong’s Chinese University and Tencent AI Lab Suggest a Multimodal Approach to Enhance Transformers with Extraneous Data from Different Modalities

Transformers have a broad range of applications in tasks such as text classification, map construction, object detection, point cloud analysis, and audio spectrogram recognition. They are also competent in multimodal assignments, as demonstrated by CLIP's use of image-text pairs for enhanced image recognition. This reflects the effectiveness of transformers in establishing universal sequence-to-sequence modeling and…

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‘AGENTBOARD’: A New Open-Source Framework for Assessing Multi-Turn LLM Agents Presented in Chinese AI Study

A group of researchers from several universities in Hong Kong and mainland China have addressed the challenge of evaluating language models (LLMs) as versatile agents with the creation of a new benchmark and evaluation tool, AgentBoard. The existing evaluation standards have encountered issues with the benchmarking of varied scenarios, and with maintaining environments that are…

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Introducing BiTA: A Creative AI Technique Accelerating LLMs through Improved Semi-Autoregressive Production and Draft Validation

Language transformer models like Chat-GPT and LLaMA-2 have witnessed a rapid evolution, with parameters now running from a few billion to tens of trillions. Despite being excellent generators, these models struggle with inference delay due to their heavy computational load. This has led to a strong push for accelerating their inference, particularly in resource-constrained environments…

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Energy requirements for data centers skyrocket due to AI: What are our sustainability strategies?

The proliferation of Artificial Intelligence (AI), especially generative AI, is creating a significant surge in global electricity demand. With AI models now serving millions of people day to day, their power consumption is becoming comparable to that of whole countries. For instance, the BLOOM model and GPT-3 model were found to consume 433 MWh and…

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Artificial Intelligence Might Assist Power Plants in Carbon Capture with 36% Less Grid Energy Usage, According to a Recent Study at the University of Surrey

Artificial intelligence (AI) plays a central role in environmental studies and recently, its usage in carbon capture technology has considerably increased. Carbon capture technology is responsible for tackling climate change by trapping carbon dioxide emissions produced in power plants. However, the current systems are not efficient and consume considerable amounts of energy. In this light, researchers…

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A Comprehensive Guide to Unsubscribing from Your Midjourney Subscription: Step-by-Step Instructions

Are you considering canceling your Midjourney subscription, a popular AI-powered image generation tool? This guide simplifies the task into a few simple steps. First, it’s noteworthy to understand the subscription model of Midjourney. The service operates on a subscription basis, meaning there’s a recurring fee to access its features. Prior cancellation, you should familiarize yourself with…

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Energy requirements of data centers are exceeding the supply capacity of the grid.

The rapidly increasing demand for Artificial Intelligence (AI) continues to put a strain on environmental sustainability due to its considerable power consumption. Generative AI, in particular, consumes substantial amounts of electricity due to its wide-scale use. Notably, AI models like BLOOM and GPT-3 have power consumption comparable to that of a small country. Consequently, as…

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Researchers from UC Berkeley and UCSF Suggest Cross-Attention Masked Autoencoders (CrossMAE): A Significant Advancement in Effective Visual Data Processing

Efficient processing of visual data continues to challenge researchers in the rapidly evolving field of computer vision. This area spans applications from automated image analysis to the creation of smart systems, with a key challenge lying in the interpretation of complex visual information. Though traditional methods of image reconstruction from partial data have made significant…

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