Triple

T6790585
Position Surface form Disambiguated ID Type / Status
Subject Zend Framework (Magento 1) E155919 entity
Predicate maintainedBy P86 FINISHED
Object 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.
 E618954 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: Zend Technologies (historically) | Statement: [Zend Framework (Magento 1), maintainedBy, Zend Technologies (historically)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Zend Technologies (historically)
Context triple: [Zend Framework (Magento 1), maintainedBy, Zend Technologies (historically)]
  • A. The PHP Group
    The PHP Group is the organization responsible for maintaining and advancing the PHP programming language and its official implementation.
  • B. Eiffel Software
    Eiffel Software is a software company best known for developing the Eiffel programming language and tools that emphasize object-oriented design and software reliability.
  • C. Novell
    Novell was a prominent software company best known for its NetWare network operating system and contributions to enterprise networking and Linux technologies.
  • D. Sostrata
    Sostrata is a character in Niccolò Machiavelli’s comedic play "The Mandrake," depicted as the mother of Lucrezia and a figure entangled in the play’s schemes surrounding fertility and deception.
  • E. Comodo Group
    Comodo Group is a cybersecurity company best known for its SSL certificates, internet security software, and secure web browser products.
  • 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: Zend Technologies (historically)
Triple: [Zend Framework (Magento 1), maintainedBy, Zend Technologies (historically)]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Zend Technologies (historically)
Target entity description: 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.
  • A. The PHP Group
    The PHP Group is the organization responsible for maintaining and advancing the PHP programming language and its official implementation.
  • B. Eiffel Software
    Eiffel Software is a software company best known for developing the Eiffel programming language and tools that emphasize object-oriented design and software reliability.
  • C. Novell
    Novell was a prominent software company best known for its NetWare network operating system and contributions to enterprise networking and Linux technologies.
  • D. Sostrata
    Sostrata is a character in Niccolò Machiavelli’s comedic play "The Mandrake," depicted as the mother of Lucrezia and a figure entangled in the play’s schemes surrounding fertility and deception.
  • E. Comodo Group
    Comodo Group is a cybersecurity company best known for its SSL certificates, internet security software, and secure web browser products.
  • 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_69c6881770fc8190972b2906390380f5 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d2acbfc0819081f2d6cebfb91765 completed March 27, 2026, 6:55 p.m.
NED1 Entity disambiguation (via context triple) batch_69c71a8c445c8190abea97a04d648f52 completed March 28, 2026, 12:02 a.m.
NEDg Description generation batch_69c71b186238819096ef6162f9068543 completed March 28, 2026, 12:04 a.m.
NED2 Entity disambiguation (via description) batch_69c71b98b8008190a972cc0a215295c0 completed March 28, 2026, 12:06 a.m.
Created at: March 27, 2026, 2:15 p.m.