Tag: Semantic

  • Hacker News: Don’t use cosine similarity carelessly

    Source URL: https://p.migdal.pl/blog/2025/01/dont-use-cosine-similarity/ Source: Hacker News Title: Don’t use cosine similarity carelessly Feedly Summary: Comments AI Summary and Description: Yes Summary: The text explores the complexities and limitations of using cosine similarity in AI, particularly in the context of vector embeddings derived from language models. It critiques the blind application of cosine similarity to assess…

  • Hacker News: Magna: Embedding similarity search tool for searching within large documents

    Source URL: https://github.com/yousef-rafat/Magna Source: Hacker News Title: Magna: Embedding similarity search tool for searching within large documents Feedly Summary: Comments AI Summary and Description: Yes Summary: The text provides insights into a tool named Magna, which employs Embedding Similarity Search, a method leveraged in large language models (LLMs). This functionality allows for semantically understanding and…

  • Hacker News: Large Concept Models: Language modeling in a sentence representation space

    Source URL: https://github.com/facebookresearch/large_concept_model Source: Hacker News Title: Large Concept Models: Language modeling in a sentence representation space Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses the implementation and experiments related to Large Concept Models (LCMs) as part of language modeling in a semantic representation space. By utilizing SONAR embeddings for multiple…

  • Hacker News: KAG – Knowledge Graph RAG Framework

    Source URL: https://github.com/OpenSPG/KAG Source: Hacker News Title: KAG – Knowledge Graph RAG Framework Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text introduces KAG (Knowledge Augmented Generation), a framework leveraging large language models (LLMs) to enhance logical reasoning and Q&A capabilities in specialized domains. It overcomes traditional challenges in vector similarity and graph…

  • AWS News Blog: New APIs in Amazon Bedrock to enhance RAG applications, now available

    Source URL: https://aws.amazon.com/blogs/aws/new-apis-in-amazon-bedrock-to-enhance-rag-applications-now-available/ Source: AWS News Blog Title: New APIs in Amazon Bedrock to enhance RAG applications, now available Feedly Summary: With custom connectors and reranking models, you can enhance RAG applications by enabling direct ingestion to knowledge bases without requiring a full sync, and improving response relevance through advanced re-ranking models. AI Summary and…

  • AWS News Blog: New APIs in Amazon Bedrock to enhance RAG applications, now available

    Source URL: https://aws.amazon.com/blogs/aws/new-apis-in-amazon-bedrock-to-enhance-rag-applications-now-available/ Source: AWS News Blog Title: New APIs in Amazon Bedrock to enhance RAG applications, now available Feedly Summary: With custom connectors and reranking models, you can enhance RAG applications by enabling direct ingestion to knowledge bases without requiring a full sync, and improving response relevance through advanced re-ranking models. AI Summary and…