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CatLIP: CLIP-level Visual Recognition Accuracy with 2.7× Faster Pre-training on Web-scale Image-Text Data
Practical AI Solution for Your Company Discover how AI can redefine your way of work. Identify Automation Opportunities: Locate key customer interaction points that can benefit from AI. Define KPIs: Ensure your AI endeavors have measurable impacts on business outcomes. Select an AI Solution: Choose tools that align with your needs and provide customization. Implement…
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Think While You Write Hypothesis Verification Promotes Faithful Knowledge-to-Text Generation
Enhance Knowledge-to-Text Generation with TWEAK Neural knowledge-to-text generation models often struggle to faithfully generate descriptions for the input facts. To address this, we propose a novel decoding method, TWEAK (Think While Effectively Articulating Knowledge), which reduces hallucinations by treating generated sequences as hypotheses and ranking them based on how well they support input facts using…
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Talaria: Interactively Optimizing Machine Learning Models for Efficient Inference
On-Device Machine Learning for Efficient Inference On-device machine learning (ML) moves computation from the cloud to personal devices, protecting user privacy and enabling intelligent user experiences. However, fitting models on devices with limited resources presents a major technical challenge: practitioners need to optimize models and balance hardware metrics such as model size, latency, and power.…
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OpenELM: An Efficient Language Model Family with Open-source Training and Inference Framework
The Power of OpenELM: Enhancing Language Models with Transparency and Efficiency The release of OpenELM brings forth a state-of-the-art open language model that prioritizes reproducibility and transparency. By using a layer-wise scaling strategy, OpenELM efficiently allocates parameters within each layer of the transformer model, resulting in enhanced accuracy. For instance, with a parameter budget of…
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ScrapeGraphAI: A Web Scraping Python Library that Uses LLMs to Create Scraping Pipelines for Websites, Documents, and XML Files
Practical AI Solutions for Data Extraction Efficient Data Extraction for Businesses and Researchers Extracting information quickly and efficiently from websites and digital documents is crucial for businesses, researchers, and developers. They require specific data from various online sources to analyze trends, monitor competitors, or gather insights for strategic decisions. Collecting this data can be time-consuming…
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Edge AI and It’s Advantages over Traditional AI
Edge AI and Its Advantages over Traditional AI Edge artificial intelligence (Edge AI) involves implementing AI algorithms and models on local devices like sensors or IoT devices at the network’s periphery. This allows for immediate data processing and analysis, reducing dependence on cloud infrastructure. Consequently, it empowers devices to make intelligent decisions quickly and autonomously…
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This AI Research from Cohere Discusses Model Evaluation Using a Panel of Large Language Models Evaluators (PoLL)
Model Evaluation Using a Panel of Large Language Models Evaluators (PoLL) Addressing Challenges in Large Language Models (LLMs) Large Language Models (LLMs) are advancing rapidly, but the lack of adequate data for thorough verification poses a challenge. Evaluating the precision and quality of a model’s text production is complex. Practical Solutions and Value Evaluations now…
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InternVL 1.5 Advances Multimodal AI with High-Resolution and Bilingual Capabilities in Open-Source Models
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REBEL: A Reinforcement Learning RL Algorithm that Reduces the Problem of RL to Solving a Sequence of Relative Reward Regression Problems on Iteratively Collected Datasets
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Hippocrates: An Open-Source Machine Learning Framework for Advancing Large Language Models in Healthcare
Artificial Intelligence in Healthcare Artificial intelligence (AI) is revolutionizing healthcare by leveraging advanced computational techniques for diagnostics and treatment planning. Large language models (LLMs) are emerging as powerful tools for parsing complex medical data, promising to transform patient care and research. Research in Healthcare AI Existing research includes models like Meditron 70B, MedAlpaca, BioGPT, and…