diff --git a/qdrant-landing/content/documentation/examples/_index.md b/qdrant-landing/content/documentation/examples/_index.md index 59203cad85..4d627d4545 100644 --- a/qdrant-landing/content/documentation/examples/_index.md +++ b/qdrant-landing/content/documentation/examples/_index.md @@ -19,6 +19,8 @@ partition: build | [Movie Recommendation System](/documentation/examples/recommendation-system-ovhcloud/) | Build a Movie Recommendation System with LlamaIndex and With JinaAI | Qdrant | | [GraphRAG Agent](/documentation/examples/graphrag-qdrant-neo4j/) | Build a GraphRAG Agent with Neo4J and Qdrant | Qdrant, Neo4j | | [Building a Chain-of-Thought Medical Chatbot with Qdrant and DSPy](/documentation/examples/Qdrant-DSPy-medicalbot/) | How to build a medical chatbot grounded in medical literature with Qdrant and DSPy. | Qdrant, DSPy | +| [Question Answering as a Service with Cohere and Qdrant](/documentation/examples/qa-with-cohere-and-qdrant/) | How to build a Question Answering System With Cohere and Qdrant. | Qdrant, Cohere | + diff --git a/qdrant-landing/content/articles/qa-with-cohere-and-qdrant.md b/qdrant-landing/content/documentation/examples/qa-with-cohere-and-qdrant.md similarity index 94% rename from qdrant-landing/content/articles/qa-with-cohere-and-qdrant.md rename to qdrant-landing/content/documentation/examples/qa-with-cohere-and-qdrant.md index 33678d36ec..3fe0650ea5 100644 --- a/qdrant-landing/content/articles/qa-with-cohere-and-qdrant.md +++ b/qdrant-landing/content/documentation/examples/qa-with-cohere-and-qdrant.md @@ -1,23 +1,10 @@ --- title: Question Answering as a Service with Cohere and Qdrant -short_description: "End-to-end Question Answering system for the biomedical data with SaaS tools: Cohere co.embed API and Qdrant" -description: "End-to-end Question Answering system for the biomedical data with SaaS tools: Cohere co.embed API and Qdrant" -social_preview_image: /articles_data/qa-with-cohere-and-qdrant/social_preview.png -small_preview_image: /articles_data/qa-with-cohere-and-qdrant/q-and-a-article-icon.svg -preview_dir: /articles_data/qa-with-cohere-and-qdrant/preview -weight: 7 -author: Kacper Łukawski -author_link: https://medium.com/@lukawskikacper -date: 2022-11-29T15:45:00+01:00 -draft: false -keywords: - - vector search - - question answering - - cohere - - co.embed - - embeddings -category: practicle-examples +weight: 19 +aliases: + - /articles/qa-with-cohere-and-qdrant/ --- +# Question Answering as a Service with Cohere and Qdrant Bi-encoders are probably the most efficient way of setting up a semantic Question Answering system. This architecture relies on the same neural model that creates vector embeddings for both questions and answers. diff --git a/qdrant-landing/static/articles_data/qa-with-cohere-and-qdrant/biencoder-diagram.png b/qdrant-landing/static/articles_data/qa-with-cohere-and-qdrant/biencoder-diagram.png index eb07caca8b..89ca740fe9 100644 Binary files a/qdrant-landing/static/articles_data/qa-with-cohere-and-qdrant/biencoder-diagram.png and b/qdrant-landing/static/articles_data/qa-with-cohere-and-qdrant/biencoder-diagram.png differ diff --git a/qdrant-landing/static/articles_data/qa-with-cohere-and-qdrant/search-with-vector-database.png b/qdrant-landing/static/articles_data/qa-with-cohere-and-qdrant/search-with-vector-database.png index 988b40e84d..3eb781dc79 100644 Binary files a/qdrant-landing/static/articles_data/qa-with-cohere-and-qdrant/search-with-vector-database.png and b/qdrant-landing/static/articles_data/qa-with-cohere-and-qdrant/search-with-vector-database.png differ diff --git a/qdrant-landing/static/articles_data/qa-with-cohere-and-qdrant/vector-database.png b/qdrant-landing/static/articles_data/qa-with-cohere-and-qdrant/vector-database.png index 851376cf46..36715b3029 100644 Binary files a/qdrant-landing/static/articles_data/qa-with-cohere-and-qdrant/vector-database.png and b/qdrant-landing/static/articles_data/qa-with-cohere-and-qdrant/vector-database.png differ