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Sergei Averkiev

averoo

https://lingtra.in

averkij

AI & ML interests

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Recent Activity

upvoted a paper 3 days ago

Evolution and The Knightian Blindspot of Machine Learning

upvoted a paper 3 days ago

FilmAgent: A Multi-Agent Framework for End-to-End Film Automation in Virtual 3D Spaces

reacted to singhsidhukuldeep's post with 👍 4 days 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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Just updated the cozy HF Daily Papers review page.

➕ Affiliations extraction (filters are coming soon)
➕ Redesign
➕ Top by month page
🔄 Syncing every 1 hour

👉 https://hfday.ru

Your feedback is appreciated.

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420

Hello researchers! Here are scripts to generate reviews on HF Daily Papers:

👉 https://github.com/averkij/top_papers

⚙️ Works on GitHub Actions
🤖 Claude, GPT-4o, FLUX
🌏 Multiple languages
📚 Classification by 38 topics (#agents, #multimodal, #plp, etc.)
🔺 https://HFday.ru

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