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Microsoft Knowledge Exploration

Microsoft Knowledge Exploration

Microsoft Knowledge Exploration Service enables interactive search experience over structured data via natural language.

Microsoft Knowledge Exploration Overview

The Knowledge Exploration Service takes data and grammar provided by users and creates a service for interactive search. It supports natural language queries over structured data, offering auto-complete suggestions and semantic annotations as users enter queries. Users retrieve top matching objects and create histograms of attribute values among matches. The service powers examples like the academic search engine at academic.microsoft.com using the Microsoft Academic Graph. Development occurs locally with smaller datasets or on Azure VMs, with the SDK including command line tools and examples for building indexes.

Microsoft Knowledge Exploration Features

Auto-complete suggestions during query entry Semantic annotations for natural language inputs Retrieval of top matching objects from structured data Histograms of attribute values among query matches Index building from provided data and grammar

Core Strengths:

  • Interprets natural language queries into structured database queries. 
  • Supports query auto-completion to improve discovery efficiency. 
  • Enables fast retrieval of structured entity-level information. 
  • Provides attribute histograms for visual data exploration. 
  • Designed for interactive search over large structured datasets. 
  • Helps users explore knowledge graphs and relational data intuitively.

Use Cases & Applications:

  • Enterprise data exploration
  • Knowledge graph querying
  • Business intelligence dashboards
  • Scientific dataset analysis
  • Semantic search systems
  • Interactive analytics tools

Pros & Cons

Pros:

Supports interactive faceted data visualization 

Works on structured enterprise and web data 

Handles relational, tabular, and document data

Cons:

Relies on well-structured schema, so messy data reduces effectiveness.

Not ideal for unstructured text, limiting standalone use cases.

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Microsoft Knowledge Exploration

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