Triple

T4555398
Position Surface form Disambiguated ID Type / Status
Subject Symfony E120465 entity
Predicate supportsDatabaseAbstraction P58006 FINISHED
Object Doctrine ORM
Doctrine ORM is a widely used PHP object-relational mapper that provides a powerful database abstraction layer and mapping between PHP objects and relational databases.
E452827 NE FINISHED

How this triple was built (5 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: Doctrine ORM | Statement: [Symfony, supportsDatabaseAbstraction, Doctrine ORM]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Doctrine ORM
Context triple: [Symfony, supportsDatabaseAbstraction, Doctrine ORM]
  • A. DC ORM
    DC ORM is the abbreviated name for the District of Columbia Office of Risk Management, the agency responsible for managing risk, insurance, and related claims for the D.C. government.
  • B. Doctrine Branch
    Doctrine Branch is a specialized unit within the U.S. Marine Corps responsible for developing, writing, and updating official warfighting doctrine and related publications.
  • C. TypeORM
    TypeORM is a popular TypeScript-based Object-Relational Mapper for Node.js that provides a high-level, decorator-driven way to work with relational databases like PostgreSQL, MySQL, and SQLite.
  • D. Symfony
    Symfony is a popular open-source PHP framework used for building scalable, high-performance web applications and reusable components.
  • E. Jakarta Persistence
    Jakarta Persistence is a Jakarta EE specification that defines a standard API for managing relational data persistence in Java applications using object-relational mapping (ORM).
  • 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: Doctrine ORM
Triple: [Symfony, supportsDatabaseAbstraction, Doctrine ORM]
Generated description
Doctrine ORM is a widely used PHP object-relational mapper that provides a powerful database abstraction layer and mapping between PHP objects and relational databases.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Doctrine ORM
Target entity description: Doctrine ORM is a widely used PHP object-relational mapper that provides a powerful database abstraction layer and mapping between PHP objects and relational databases.
  • A. DC ORM
    DC ORM is the abbreviated name for the District of Columbia Office of Risk Management, the agency responsible for managing risk, insurance, and related claims for the D.C. government.
  • B. Doctrine Branch
    Doctrine Branch is a specialized unit within the U.S. Marine Corps responsible for developing, writing, and updating official warfighting doctrine and related publications.
  • C. TypeORM
    TypeORM is a popular TypeScript-based Object-Relational Mapper for Node.js that provides a high-level, decorator-driven way to work with relational databases like PostgreSQL, MySQL, and SQLite.
  • D. Symfony
    Symfony is a popular open-source PHP framework used for building scalable, high-performance web applications and reusable components.
  • E. Jakarta Persistence
    Jakarta Persistence is a Jakarta EE specification that defines a standard API for managing relational data persistence in Java applications using object-relational mapping (ORM).
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: supportsDatabaseAbstraction
Context triple: [Symfony, supportsDatabaseAbstraction, Doctrine ORM]
  • A. hasDatabase
    Indicates that an entity possesses, uses, or is associated with a specific database.
  • B. usesDialect
    Indicates that one entity communicates or expresses itself using the specific dialect associated with another entity.
  • C. databaseIntroducedIn
    Indicates the point in time, version, or context in which a particular database was first introduced or made available.
  • D. usedInDatabases
    Indicates that something is employed or implemented within one or more database systems or database contexts.
  • E. hasDialectCounterpart
    Indicates that one linguistic form or expression has a corresponding equivalent in another dialect.
  • F. None of above. chosen

Provenance (7 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_69bd4636f1648190a701445c2fcd9c17 completed March 20, 2026, 1:05 p.m.
NER Named-entity recognition batch_69bd5813af948190b10b02dadf6496bf completed March 20, 2026, 2:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdc57d59f88190857cbda79caf3c38 completed March 20, 2026, 10:09 p.m.
NEDg Description generation batch_69bdc8a14ca88190b4104c113e150edd completed March 20, 2026, 10:22 p.m.
NED2 Entity disambiguation (via description) batch_69bdc95f7064819081c69df00a869c31 completed March 20, 2026, 10:25 p.m.
PD Predicate disambiguation batch_69bd5223423c81908317351b58cff5f5 completed March 20, 2026, 1:56 p.m.
PDg Predicate description generation batch_69bd56b4a9508190acdb888eef18f1ee completed March 20, 2026, 2:16 p.m.
Created at: March 20, 2026, 1:09 p.m.