Triple

T452307
Position Surface form Disambiguated ID Type / Status
Subject SQL Server E7155 entity
Predicate supportsLanguage P2177 FINISHED
Object Transact-SQL
Transact-SQL is Microsoft's proprietary extension of SQL that adds procedural programming, error handling, and advanced transaction control features for working with relational databases.
 E5275 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Transact-SQL | Statement: [SQL Server, supportsLanguage, Transact-SQL]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Transact-SQL
Context triple: [SQL Server, supportsLanguage, Transact-SQL]
  • A. SQL Server
    SQL Server is Microsoft's enterprise-grade relational database management system used for storing, managing, and analyzing data in a wide range of applications.
  • B. SQL
    SQL (Structured Query Language) is a standardized programming language used to manage, query, and manipulate data in relational database management systems.
  • C. Azure SQL Database
    Azure SQL Database is Microsoft’s fully managed, cloud-based relational database service built on SQL Server technology for scalable, secure data storage and processing.
  • D. ODBC
    ODBC (Open Database Connectivity) is a standard API that enables applications to access and query data from a wide variety of relational and non-relational database management systems using a common interface.
  • E. IBM DB2
    IBM DB2 is a family of enterprise-grade relational database management systems developed by IBM, widely used for high-performance, scalable data storage and transaction processing across mainframe, distributed, and cloud environments.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Transact-SQL
Triple: [SQL Server, supportsLanguage, Transact-SQL]
Generated description
Transact-SQL is Microsoft's proprietary extension of SQL that adds procedural programming, error handling, and advanced transaction control features for working with relational databases.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Transact-SQL
Target entity description: Transact-SQL is Microsoft's proprietary extension of SQL that adds procedural programming, error handling, and advanced transaction control features for working with relational databases.
  • A. SQL Server
    SQL Server is Microsoft's enterprise-grade relational database management system used for storing, managing, and analyzing data in a wide range of applications.
  • B. SQL chosen
    SQL (Structured Query Language) is a standardized programming language used to manage, query, and manipulate data in relational database management systems.
  • C. Azure SQL Database
    Azure SQL Database is Microsoft’s fully managed, cloud-based relational database service built on SQL Server technology for scalable, secure data storage and processing.
  • D. ODBC
    ODBC (Open Database Connectivity) is a standard API that enables applications to access and query data from a wide variety of relational and non-relational database management systems using a common interface.
  • E. IBM DB2
    IBM DB2 is a family of enterprise-grade relational database management systems developed by IBM, widely used for high-performance, scalable data storage and transaction processing across mainframe, distributed, and cloud environments.
  • F. None of above.

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69a2e7e4676c81909ea0dbdecac0687c completed Feb. 28, 2026, 1:04 p.m.
NER Named-entity recognition batch_69a2ef854f7481909dc2207faf0327ec completed Feb. 28, 2026, 1:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69a44802e858819081a0b5b98bb25bce completed March 1, 2026, 2:06 p.m.
NEDg Description generation batch_69a449b1e2708190838e32497ffd2fbd completed March 1, 2026, 2:14 p.m.
NED2 Entity disambiguation (via description) batch_69a44a07fa18819089cb8005d476d078 completed March 1, 2026, 2:15 p.m.
Created at: Feb. 28, 2026, 1:12 p.m.