​[[{“value”:” Graph learning focuses on developing advanced models capable of analyzing and processing relational data structured as graphs. This field is essential in various domains, including social networks, academic collaborations, transportation systems, and biological networks. As real-world applications of graph-structured data expand, there is an… Read More »AnyGraph: An Effective and Efficient Graph Foundation Model Designed to Address the Multifaceted Challenges of Structure and Feature Heterogeneity Across Diverse Graph Datasets Nikhil Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Cardinality estimation (CE) is crucial in optimizing query performance in relational databases. It involves predicting the number of intermediate results a database query will return, directly influencing the choice of execution plans by query optimizers. Accurate cardinality estimates are essential for selecting efficient join… Read More »Google AI Introduces CardBench: A Comprehensive Benchmark Featuring Over 20 Real-World Databases and Thousands of Queries to Revolutionize Learned Cardinality Estimation Asif Razzaq Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Information retrieval (IR) is a fundamental aspect of computer science, focusing on efficiently locating relevant information within large datasets. As data grows exponentially, the need for advanced retrieval systems becomes increasingly critical. These systems use sophisticated algorithms to match user queries with relevant documents… Read More »SynDL: A Synthetic Test Collection Utilizing Large Language Models to Revolutionize Large-Scale Information Retrieval Evaluation and Relevance Assessment Aswin Ak Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Integrating No-Code AI in Non-Technical Higher Education: Recent developments in ML underscore its ability to drive value across diverse sectors. Nevertheless, incorporating ML into non-technical academic programs, such as those in social sciences, presents challenges due to its usual ties with technical fields like… Read More »Enhancing Machine Learning ML Education Through No-Code AI: Integrating Lightweight AI Tools in Non-Technical Higher Education Programs Sana Hassan Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Home Table of Contents LlamaIndex: Building a Smarter RAG-Based Chatbot Understanding Retrieval Augmented Generation Limitations of Standalone Large Language Models in Production What Is Retrieval Augmented Generation (RAG)? Different Stages of a RAG System Loading Indexing and Storing Querying Evaluating Introduction to LlamaIndex Core… Read More »LlamaIndex: Building a Smarter RAG-Based Chatbot Puneet Mangla PyImageSearch

​[[{“value”:” IBM releases a new version of Qiskit SDK to address the challenge of optimizing the performance and functionality of the existing version. Qiskit SDK is a leading quantum computing software development kit. As quantum computing evolves, the need for more efficient tools to handle… Read More »Qiskit SDK v1.2 Released by IBM: Enhancing Quantum Circuit Optimization and Expanding Quantum Computing Capabilities Pragati Jhunjhunwala Artificial Intelligence Category – MarkTechPost

​[[{“value”:” LLMs have advanced significantly in recent years, demonstrating impressive capabilities in various tasks. However, LLMs’ performance often deteriorates when dealing with long input sequences. This limitation can hinder their applicability in domains requiring extensive information processing, such as document summarization, question answering, and machine… Read More »Magic AI Proposes HashHop: A New Alternative to Needle in a Haystack to Evaluate LLMs Ultra-Long Context Ability in a Much More Robust Way Pragati Jhunjhunwala Artificial Intelligence Category – MarkTechPost

​[[{“value”:” The field of information retrieval (IR) has rapidly evolved, especially with the integration of neural networks, which have transformed how data is retrieved and processed. Neural retrieval systems have become increasingly important, particularly those using dense and multi-vector models. These models encode queries and… Read More »Jina-ColBERT-v2 Released: A Groundbreaking Multilingual Retrieval Model Achieving 6.6% Performance Boost and 50% Storage Reduction Across Diverse Benchmarks Asif Razzaq Artificial Intelligence Category – MarkTechPost

​[[{“value”:” Large Language Models (LLMs) have revolutionized natural language processing but face significant challenges in handling very long sequences. The primary issue stems from the Transformer architecture’s quadratic complexity relative to sequence length and its substantial key-value (KV) cache requirements. These limitations severely impact the… Read More »The Mamba in the Llama: Accelerating Inference with Speculative Decoding Mohammad Asjad Artificial Intelligence Category – MarkTechPost

​[[{“value”:” The digital age has led to a massive increase in the amount of text-based content available online, from research papers and articles to social media posts and corporate documents. Traditional search engines often fall short, providing only a list of relevant documents without delivering… Read More »Kotaemon: An Open-Source RAG-based Tool for Chatting with Your Documents Pragati Jhunjhunwala Artificial Intelligence Category – MarkTechPost