Triple

T5838835
Position Surface form Disambiguated ID Type / Status
Subject Zope E129541 entity
Predicate fullName P16 FINISHED
Object Z Object Publishing Environment
Z Object Publishing Environment is an open-source web application server and framework written in Python, best known for its object-oriented approach to building dynamic web applications.
 E551824 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: Z Object Publishing Environment | Statement: [Zope, fullName, Z Object Publishing Environment]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Z Object Publishing Environment
Context triple: [Zope, fullName, Z Object Publishing Environment]
  • A. Objectory
    Objectory is an object-oriented software development methodology created by Ivar Jacobson that introduced use cases and significantly shaped modern modeling approaches later incorporated into UML.
  • B. Enterprise Objects Framework
    Enterprise Objects Framework is an object-relational mapping and persistence framework from Apple (originally NeXT) used to manage database-backed business objects in WebObjects applications.
  • C. Object Management Group
    The Object Management Group is an international, nonprofit technology standards consortium best known for developing and maintaining widely used modeling and integration standards in software and systems engineering.
  • D. ObjectStudio
    ObjectStudio is a commercial Smalltalk development environment and IDE, historically known for its strong Windows integration and enterprise application support.
  • E. Project Object Model
    The Project Object Model (POM) is the central configuration file in Apache Maven that defines a Java project's structure, dependencies, build settings, and metadata.
  • 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: Z Object Publishing Environment
Triple: [Zope, fullName, Z Object Publishing Environment]
Generated description
Z Object Publishing Environment is an open-source web application server and framework written in Python, best known for its object-oriented approach to building dynamic web applications.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Z Object Publishing Environment
Target entity description: Z Object Publishing Environment is an open-source web application server and framework written in Python, best known for its object-oriented approach to building dynamic web applications.
  • A. Objectory
    Objectory is an object-oriented software development methodology created by Ivar Jacobson that introduced use cases and significantly shaped modern modeling approaches later incorporated into UML.
  • B. Enterprise Objects Framework
    Enterprise Objects Framework is an object-relational mapping and persistence framework from Apple (originally NeXT) used to manage database-backed business objects in WebObjects applications.
  • C. Object Management Group
    The Object Management Group is an international, nonprofit technology standards consortium best known for developing and maintaining widely used modeling and integration standards in software and systems engineering.
  • D. ObjectStudio
    ObjectStudio is a commercial Smalltalk development environment and IDE, historically known for its strong Windows integration and enterprise application support.
  • E. Project Object Model
    The Project Object Model (POM) is the central configuration file in Apache Maven that defines a Java project's structure, dependencies, build settings, and metadata.
  • 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_69c0084af79c81908af128ccc29983d0 completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c034a852f88190a5d2c4b24ee17491 completed March 22, 2026, 6:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0a19e4ec4819099fa5c6fe9a6a257 completed March 23, 2026, 2:12 a.m.
NEDg Description generation batch_69c0a572f52481908fc4f2a833fd8edf completed March 23, 2026, 2:29 a.m.
NED2 Entity disambiguation (via description) batch_69c0a5d17d5c8190a5fe816d29400894 completed March 23, 2026, 2:30 a.m.
Created at: March 22, 2026, 3:54 p.m.