Triple

T4325261
Position Surface form Disambiguated ID Type / Status
Subject Armin Ronacher E96620 entity
Predicate memberOf P10 FINISHED
Object Pocoo Team
The Pocoo Team is a group of Python developers best known for creating popular projects such as the Flask web framework and the Jinja2 templating engine.
E434093 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: Pocoo Team | Statement: [Armin Ronacher, memberOf, Pocoo Team]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Pocoo Team
Context triple: [Armin Ronacher, memberOf, Pocoo Team]
  • A. Pandas Developers
    Pandas Developers are the community of programmers and contributors who maintain and advance the pandas Python library for data analysis and manipulation.
  • B. Django Software Foundation
    The Django Software Foundation is a non-profit organization that supports and promotes the development and community of the Django web framework.
  • C. 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.
  • D. Werkzeug
    Werkzeug is a widely used Python WSGI utility library that provides the low-level building blocks for web application frameworks such as Flask.
  • E. Python Consortium
    The Python Consortium was an early industry-backed organization that coordinated corporate support and development for the Python programming language before its role was taken over by the Python Software Foundation.
  • 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: Pocoo Team
Triple: [Armin Ronacher, memberOf, Pocoo Team]
Generated description
The Pocoo Team is a group of Python developers best known for creating popular projects such as the Flask web framework and the Jinja2 templating engine.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Pocoo Team
Target entity description: The Pocoo Team is a group of Python developers best known for creating popular projects such as the Flask web framework and the Jinja2 templating engine.
  • A. Pandas Developers
    Pandas Developers are the community of programmers and contributors who maintain and advance the pandas Python library for data analysis and manipulation.
  • B. Django Software Foundation
    The Django Software Foundation is a non-profit organization that supports and promotes the development and community of the Django web framework.
  • C. 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.
  • D. Werkzeug
    Werkzeug is a widely used Python WSGI utility library that provides the low-level building blocks for web application frameworks such as Flask.
  • E. Python Consortium
    The Python Consortium was an early industry-backed organization that coordinated corporate support and development for the Python programming language before its role was taken over by the Python Software Foundation.
  • 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_69b34542fd908190b11b08faad8decfd completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b3512ec18481908a7b5c29b3902b53 completed March 12, 2026, 11:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5db98ae888190aac5b5b7839ae7dd completed March 14, 2026, 10:05 p.m.
NEDg Description generation batch_69b5dc3d81a08190b29b633009fab4ff completed March 14, 2026, 10:07 p.m.
NED2 Entity disambiguation (via description) batch_69b5e04f356c81909e3f6f2c865e0f99 completed March 14, 2026, 10:25 p.m.
Created at: March 12, 2026, 11:13 p.m.