Triple
T18528359
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | PHP documentation team |
E452774
|
entity |
| Predicate | collaboratesWith |
P37
|
FINISHED |
| Object | PHP core developers |
—
|
NE NERFINISHED |
How this triple was built (3 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.
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 (2 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. |
Created at: April 10, 2026, 11:37 a.m.