Triple

T18530922
Position Surface form Disambiguated ID Type / Status
Subject Doctrine ORM E452827 entity
Predicate feature P374 FINISHED
Object DQL (Doctrine Query Language)
DQL (Doctrine Query Language) is an object-oriented query language used in the Doctrine ORM to query and manipulate database records through PHP entities rather than direct SQL.
 E1328595 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: DQL (Doctrine Query Language) | Statement: [Doctrine ORM, feature, DQL (Doctrine Query Language)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: DQL (Doctrine Query Language)
Context triple: [Doctrine ORM, feature, DQL (Doctrine Query Language)]
  • A. JPQL
    JPQL (Java Persistence Query Language) is an object-oriented query language used in Jakarta Persistence to perform database operations using entity objects instead of direct SQL tables.
  • B. 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.
  • C. MongoDB Query Language
    MongoDB Query Language is the JSON-like query syntax used to interact with and manipulate data stored in MongoDB databases.
  • D. Criteria API
    Criteria API is a type-safe, programmatic query-building framework in Java used to construct database queries dynamically within the Java Persistence API (JPA).
  • E. Doctrine DBAL
    Doctrine DBAL is a PHP database abstraction and access layer that provides a powerful, object-oriented API for working with relational databases independently of specific SQL drivers.
  • 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: DQL (Doctrine Query Language)
Triple: [Doctrine ORM, feature, DQL (Doctrine Query Language)]
Generated description
DQL (Doctrine Query Language) is an object-oriented query language used in the Doctrine ORM to query and manipulate database records through PHP entities rather than direct SQL.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: DQL (Doctrine Query Language)
Target entity description: DQL (Doctrine Query Language) is an object-oriented query language used in the Doctrine ORM to query and manipulate database records through PHP entities rather than direct SQL.
  • A. JPQL
    JPQL (Java Persistence Query Language) is an object-oriented query language used in Jakarta Persistence to perform database operations using entity objects instead of direct SQL tables.
  • B. 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.
  • C. MongoDB Query Language
    MongoDB Query Language is the JSON-like query syntax used to interact with and manipulate data stored in MongoDB databases.
  • D. Criteria API
    Criteria API is a type-safe, programmatic query-building framework in Java used to construct database queries dynamically within the Java Persistence API (JPA).
  • E. Doctrine DBAL
    Doctrine DBAL is a PHP database abstraction and access layer that provides a powerful, object-oriented API for working with relational databases independently of specific SQL drivers.
  • F. None of above. chosen

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_69d8d387b5548190aa030dad2cb4947e completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e533fd0e348190ab3d4548f74b9b79 completed April 19, 2026, 7:58 p.m.
NED1 Entity disambiguation (via context triple) batch_6a04917afbe08190921b6f8bce34596d completed May 13, 2026, 2:58 p.m.
NEDg Description generation batch_6a0491fa71f881909217ec68e5aca45d completed May 13, 2026, 3 p.m.
NED2 Entity disambiguation (via description) batch_6a0492d4811c8190ad177b5d52aba66c completed May 13, 2026, 3:03 p.m.
Created at: April 10, 2026, 11:37 a.m.