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https://knowledgator.com/

AI & ML interests

Text classification, computational biology, relations extraction, path reasoning

Recent Activity

posted an update 4 days ago
Meet **GLinker** — an ultra-fast, modular, **zero-shot entity linking** framework 🚀 When we introduced the **GLiNER bi-encoder** in 2024, it enabled efficient zero-shot NER across hundreds of entity types. But that was just the beginning. Our bigger goal was always clear: **linking text to millions of entities dynamically, without retraining**. In other words: **true entity linking at scale** ⚡ This unlocks powerful applications: ▪️ More precise search with real-world entity disambiguation ▪️ Knowledge graph construction across diverse document collections ▪️ Wikification — turning raw text into richly linked, navigable knowledge After nearly two years of research + engineering, this vision is now real. We’re excited to release **GLinker** — a **production-ready**, zero-shot entity linking system powered by our novel **GLiNER bi-encoder**. It efficiently detects entity spans of any length and matches them directly to entity descriptions — **no retraining required**. **Why GLinker?** ▪️ Production-ready: multi-layer caching (Redis → Elasticsearch → PostgreSQL) ▪️ Research-friendly: fully configurable YAML pipelines ▪️ High performance: precomputed embeddings for bi-encoder models ▪️ Scalable by design: DAG-based execution + efficient batch processing GLinker transforms raw text into **structured, disambiguated entity mentions**, bridging unstructured language with large, evolving knowledge bases. 🔗 Explore more: GitHub: https://github.com/Knowledgator/GLinker Report: https://github.com/Knowledgator/GLinker/blob/main/papers/GLiNER_bi_Encoder_paper.pdf Linking models: https://huggingface.co/collections/knowledgator/gliner-linker Bi-encoder models: https://huggingface.co/collections/knowledgator/gliner-bi-encoder
upvoted a collection 5 days ago
GLiNER- Linker
liked a model 6 days ago
knowledgator/gliner-linker-rerank-v1.0
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