Triple

T18528359
Position Surface form Disambiguated ID Type / Status
Subject PHP documentation team E452774 entity
Predicate collaboratesWith P37 FINISHED
Object PHP core developers
PHP core developers are the primary engineers responsible for designing, implementing, and maintaining the core functionality and language features of PHP.
 E120459 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: PHP core developers | Statement: [PHP documentation team, collaboratesWith, PHP core developers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: PHP core developers
Context triple: [PHP documentation team, collaboratesWith, PHP core developers]
  • A. Python core developers
    Python core developers are the group of trusted contributors responsible for designing, implementing, and maintaining the official Python language and its reference implementation.
  • B. The PHP Group
    The PHP Group is the organization responsible for maintaining and advancing the PHP programming language and its official implementation.
  • C. Zend Technologies (historically)
    Zend Technologies is a software company best known for its role in developing and supporting the PHP programming language ecosystem, including tools, frameworks, and enterprise solutions for PHP applications.
  • D. Laravel core team
    The Laravel core team is the group of developers responsible for designing, developing, and overseeing the official Laravel PHP framework and its ecosystem.
  • E. RSpec core team
    The RSpec core team is the group of maintainers responsible for developing and overseeing the core components of the RSpec testing framework for Ruby.
  • 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: PHP core developers
Triple: [PHP documentation team, collaboratesWith, PHP core developers]
Generated description
PHP core developers are the primary engineers responsible for designing, implementing, and maintaining the core functionality and language features of PHP.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: PHP core developers
Target entity description: PHP core developers are the primary engineers responsible for designing, implementing, and maintaining the core functionality and language features of PHP.
  • A. Python core developers
    Python core developers are the group of trusted contributors responsible for designing, implementing, and maintaining the official Python language and its reference implementation.
  • B. The PHP Group chosen
    The PHP Group is the organization responsible for maintaining and advancing the PHP programming language and its official implementation.
  • C. Zend Technologies (historically)
    Zend Technologies is a software company best known for its role in developing and supporting the PHP programming language ecosystem, including tools, frameworks, and enterprise solutions for PHP applications.
  • D. Laravel core team
    The Laravel core team is the group of developers responsible for designing, developing, and overseeing the official Laravel PHP framework and its ecosystem.
  • E. RSpec core team
    The RSpec core team is the group of maintainers responsible for developing and overseeing the core components of the RSpec testing framework for Ruby.
  • 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_69d8d387b5548190aa030dad2cb4947e completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e533fad2d081908395914d6a6b4eb1 completed April 19, 2026, 7:58 p.m.
NED1 Entity disambiguation (via context triple) batch_6a049178ea1c819085480137adfb3841 completed May 13, 2026, 2:58 p.m.
NEDg Description generation batch_6a04921b1a508190b8bb6d6c4597ab99 completed May 13, 2026, 3 p.m.
NED2 Entity disambiguation (via description) batch_6a0492ba4ea08190b59510b221ad5d21 completed May 13, 2026, 3:03 p.m.
Created at: April 10, 2026, 11:37 a.m.