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Sugato Ray PRO

sugatoray

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https://linkedin.com/in/sugatoray

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upvoted a paper about 11 hours ago

MiniRAG: Towards Extremely Simple Retrieval-Augmented Generation

updated a collection about 11 hours ago

replied to singhsidhukuldeep's post about 11 hours 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

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Open-Devin has been rebranded as OpenHands on GitHub.

Docs: https://docs.all-hands.dev/modules/usage/llms/local-llms
GitHub: https://github.com/All-Hands-AI/OpenHands
Paper: https://arxiv.org/abs/2407.16741
Post on X: https://x.com/gneubig/status/1828097484599759349?s=61&t=KYwlyP7fHVw9cFnwZFzIag

Collections 18

models 13

sugatoray/phi-4-unslothed-lora-adapters

Updated 11 days ago

sugatoray/phi-4-unslothed-lora-GGUF

Updated 11 days ago • 109

sugatoray/phi-4-unslothed-lora

Text Generation • Updated 11 days ago • 7

sugatoray/DeepSeek-Coder-V2-Lite-Base-Q4_K_M-GGUF

Updated Jun 23, 2024 • 7

sugatoray/DeepSeek-Coder-V2-Lite-Instruct-Q4_K_M-GGUF

Updated Jun 23, 2024 • 15

sugatoray/mlx-alphamonarch-7b-q4bits

Updated Mar 4, 2024 • 6

sugatoray/mlx-neuralhermes-2.5-mistral-7b-q4bits

Updated Feb 25, 2024 • 7

sugatoray/mlx-gemma-2b-it-q4bits

Text Generation • Updated Feb 24, 2024 • 11

sugatoray/mlx-gemma-7b-it-q4bits

Text Generation • Updated Feb 24, 2024 • 8

sugatoray/mlx-gemma-7b-q4bits

Text Generation • Updated Feb 24, 2024 • 10

datasets

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