Triple

T18051442
Position Surface form Disambiguated ID Type / Status
Subject Python official documentation E431933 entity
Predicate covers P1393 FINISHED
Object Python venv
Python venv is a built-in Python tool for creating isolated virtual environments so that projects can manage their own dependencies and interpreter settings independently.
E426695 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: Python venv | Statement: [Python official documentation, covers, Python venv]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Python venv
Context triple: [Python official documentation, covers, Python venv]
  • A. virtualenv
    virtualenv is a widely used Python tool that creates isolated environments to manage project-specific dependencies and avoid conflicts between packages.
  • B. Pipenv
    Pipenv is a Python packaging and dependency management tool that combines virtual environment handling with a Pipfile-based workflow to simplify and standardize project setup.
  • C. Conda
    Conda is an open-source package and environment management system widely used in the Python and data science ecosystem to install, manage, and isolate software dependencies across platforms.
  • D. Conda
    Conda is a municipality located in Cuanza Sul Province in west-central Angola.
  • E. Python Temple
    Python Temple is a prominent Vodun religious site in Ouidah, Benin, known for its sacred live pythons and role in traditional West African spiritual practices.
  • 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: Python venv
Triple: [Python official documentation, covers, Python venv]
Generated description
Python venv is a built-in Python tool for creating isolated virtual environments so that projects can manage their own dependencies and interpreter settings independently.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Python venv
Target entity description: Python venv is a built-in Python tool for creating isolated virtual environments so that projects can manage their own dependencies and interpreter settings independently.
  • A. virtualenv chosen
    virtualenv is a widely used Python tool that creates isolated environments to manage project-specific dependencies and avoid conflicts between packages.
  • B. Pipenv
    Pipenv is a Python packaging and dependency management tool that combines virtual environment handling with a Pipfile-based workflow to simplify and standardize project setup.
  • C. Conda
    Conda is an open-source package and environment management system widely used in the Python and data science ecosystem to install, manage, and isolate software dependencies across platforms.
  • D. Conda
    Conda is a municipality located in Cuanza Sul Province in west-central Angola.
  • E. Python Temple
    Python Temple is a prominent Vodun religious site in Ouidah, Benin, known for its sacred live pythons and role in traditional West African spiritual practices.
  • 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_69d8b906482481908183315b9ecf9994 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4c0fe4f1881908fa8485cb3ccfa44 completed April 19, 2026, 11:48 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0349bf5fc48190afd460025b1fe505 completed May 12, 2026, 3:39 p.m.
NEDg Description generation batch_6a034b7197e48190ae62f25f2fb434b6 completed May 12, 2026, 3:46 p.m.
NED2 Entity disambiguation (via description) batch_6a034c08c12081908fee77fbb97b5840 completed May 12, 2026, 3:49 p.m.
Created at: April 10, 2026, 10:25 a.m.