Anthony W Figueroa's picture

Anthony W Figueroa

THEFIG

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liked a model about 2 months ago

google/timesfm-2.0-500m-pytorch

reacted to singhsidhukuldeep's post with 🚀 about 2 months ago

Exciting breakthrough in Retrieval-Augmented Generation (RAG): Introducing MiniRAG - a revolutionary approach that makes RAG systems accessible for edge devices and resource-constrained environments. Key innovations that set MiniRAG apart: Semantic-aware Heterogeneous Graph Indexing - Combines text chunks and named entities in a unified structure - Reduces reliance on complex semantic understanding - Creates rich semantic networks for precise information retrieval Lightweight Topology-Enhanced Retrieval - Leverages graph structures for efficient knowledge discovery - Uses pattern matching and localized text processing - Implements query-guided reasoning path discovery Impressive Performance Metrics - Achieves comparable results to LLM-based methods while using Small Language Models (SLMs) - Requires only 25% of storage space compared to existing solutions - Maintains robust performance with accuracy reduction ranging from just 0.8% to 20% The researchers from Hong Kong University have also contributed a comprehensive benchmark dataset specifically designed for evaluating lightweight RAG systems under realistic on-device scenarios. This breakthrough opens new possibilities for: - Edge device AI applications - Privacy-sensitive implementations - Real-time processing systems - Resource-constrained environments The full implementation and datasets are available on GitHub: HKUDS/MiniRAG

liked a Space about 2 months ago

fabiochiu/text-to-kb

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THEFIG's activity

commented a paper 3 months ago

The Dawn of GUI Agent: A Preliminary Case Study with Claude 3.5 Computer Use

Paper • 2411.10323 • Published Nov 15, 2024 • 32 •

commented 2 papers 8 months ago

AutoCoder: Enhancing Code Large Language Model with \textsc{AIEV-Instruct}

Paper • 2405.14906 • Published May 23, 2024 • 27 •

OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement

Paper • 2402.14658 • Published Feb 22, 2024 • 82 •

New activity in RMT-team/babilong-1k-samples 10 months ago

Librarian Bot: Add language metadata for dataset

#1 opened 10 months ago by

New activity in stolzenp/500-cola-sentences-smt 10 months ago

Librarian Bot: Add language metadata for dataset

#1 opened 10 months ago by