ARBITER: what it is / what it isn’t

IS

semantic scoring
geometric fit
negative answers
offline 26MB

ISN’T

LLM
vector DB
embeddings
retrieval

getarbiter.dev
#AI #NLP #RAG #AIInfra #SemanticSearch

"Tìm kiếm ngữ nghĩa" thường được quảng bá rất "thần kỳ", nhưng trong thực tế xây dựng RAG, vector embedding chỉ hiệu quả cho truy vấn mơ hồ. Để xử lý các yêu cầu chính xác (logic, ràng buộc), cần thêm nhiều bước phức tạp như reranking, viết lại truy vấn hay lý luận bằng LLM. Liệu có nên gọi chỉ giai đoạn đầu là "tìm kiếm ngữ nghĩa"?

#SemanticSearch #RAG #NLP #AI #Embeddings #VectorSearch #TìmKiếmNgữNghĩa #TríTuệNhânTạo

https://www.reddit.com/r/LocalLLaMA/comments/1pd1yqc/hot_take_were_oversell

Implementing RAG from scratch with Python, Qdrant, and Docling

A hands-on walkthrough of building a semantic search system from the ground up—chunking documents, generating embeddings, and querying with vector similarity.

TechLife

Karakun joins #LuganoAIWeek25 as Silver Sponsor.

Visit our booth and catch our talk on 4 Dec: “From Search to Insight”.

We’ll show real-world examples of how #ArtificialIntelligence and human expertise work together to improve insight extraction + decision-making — including how modern retrieval pipelines and interaction layers turn raw data into actionable knowledge.

Thanks Lugano Living Lab for bringing the community together!

#Karakun #DigitalTransformation #SemanticSearch

ICYMI: Semantic Search: Understanding User Intent & Content #shorts: Semantic search moves beyond simple text matching. It's about understanding the relationship between user queries, content, and the domain it exists within, ensuring more relevant search results. #semanticsearch #SEO #contentstrategy #userintent https://www.youtube.com/shorts/kSRILR1R2p0

Tìm kiếm tài liệu dễ dàng với DocFinder! ng dụng này sử dụng tìm kiếm ngữ nghĩa để giúp bạn tìm lại tài liệu bị mất trên PC. #DocFinder #TìmKiếmTàiLiệu #SemanticSearch #ngDụngHay #TàiLiệu #DocumentFinder #SearchTool #ProductivityTool

https://www.reddit.com/r/SideProject/comments/1oyyez3/document_finder_docfinder/

🔍 Can AI transform how we discover biological datasets?

🔗 Public Omics Explorer (POE): Enabling integrative semantic search across GEO omics datasets based on PubMed publications. Computational and Structural Biotechnology Journal, DOI: https://doi.org/10.1016/j.csbj.2025.11.004

📚 CSBJ: https://www.csbj.org/

#Bioinformatics #Genomics #SemanticSearch #ArtificialIntelligence #BiomedicalResearch #FAIRData #OpenScience #ComputationalBiology #DataDiscovery #MachineLearning

Semantic Search: Understanding User Intent & Content #shorts: Semantic search moves beyond simple text matching. It's about understanding the relationship between user queries, content, and the domain it exists within, ensuring more relevant search results. #semanticsearch #SEO #contentstrategy #userintent https://www.youtube.com/shorts/kSRILR1R2p0

🤖✨ See AI beyond the hype! Steve Eardley demos LLM-powered semantic search in academic repositories, with live comparisons & insights on AI’s promise & pitfalls. 🌐📚

📄 Abstract: https://doi.org/10.7557/5.8363

#AI #OpenScience #Munin2025 #SemanticSearch #UiT

Ask a robot - adding AI search to a repository | Septentrio Conference Series

🧠 Take your semantic search to the next level.
OpenSearch 3.3 now supports batch processing for semantic highlighting, reducing latency and improving accuracy across large datasets.

Learn how this community-driven update enhances NLP-based search performance.
🔗 https://opensearch.org/blog/batch-processing-semantic-highlighting-in-opensearch-3-3/

#OpenSearch #Search #AI #NLP #SemanticSearch #Community