Triple
T4277925
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Python Packaging Authority |
E97085
|
entity |
| Predicate | maintains |
P1580
|
FINISHED |
| Object |
virtualenv
virtualenv is a widely used Python tool that creates isolated environments to manage project-specific dependencies and avoid conflicts between packages.
|
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: virtualenv | Statement: [Python Packaging Authority, maintains, virtualenv]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: virtualenv Context triple: [Python Packaging Authority, maintains, virtualenv]
-
A.
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.
-
B.
pip
pip is the standard command-line package manager for Python, used to install and manage software packages from the Python Package Index (PyPI) and other repositories.
-
C.
VirtualBox
VirtualBox is a popular open-source virtualization platform that allows users to run multiple operating systems simultaneously on a single physical machine.
-
D.
Vapor (web framework)
Vapor is a popular server-side Swift web framework for building HTTP APIs, web apps, and backend services.
-
E.
PyCharm
PyCharm is a popular integrated development environment (IDE) specifically designed to support Python development with advanced code editing, debugging, and project management features.
- 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: virtualenv Triple: [Python Packaging Authority, maintains, virtualenv]
Generated description
virtualenv is a widely used Python tool that creates isolated environments to manage project-specific dependencies and avoid conflicts between packages.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: virtualenv Target entity description: virtualenv is a widely used Python tool that creates isolated environments to manage project-specific dependencies and avoid conflicts between packages.
-
A.
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.
-
B.
pip
pip is the standard command-line package manager for Python, used to install and manage software packages from the Python Package Index (PyPI) and other repositories.
-
C.
VirtualBox
VirtualBox is a popular open-source virtualization platform that allows users to run multiple operating systems simultaneously on a single physical machine.
-
D.
Vapor (web framework)
Vapor is a popular server-side Swift web framework for building HTTP APIs, web apps, and backend services.
-
E.
PyCharm
PyCharm is a popular integrated development environment (IDE) specifically designed to support Python development with advanced code editing, debugging, and project management features.
- 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_69b34544be3c819084d1ab82d29f90c5 |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b3501ef1388190b0c968b069014a59 |
completed | March 12, 2026, 11:45 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5b7b3b52c8190ae7c05448faf5558 |
completed | March 14, 2026, 7:32 p.m. |
| NEDg | Description generation | batch_69b5b95083088190b0c993fa2fbc954c |
completed | March 14, 2026, 7:38 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5b9b8afcc8190822cfd560d064590 |
completed | March 14, 2026, 7:40 p.m. |
Created at: March 12, 2026, 11:07 p.m.