Triple
T4278292
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Pipenv |
E97091
|
entity |
| Predicate | packageNameOnPyPI |
P55172
|
FINISHED |
| Object | pipenv |
E97091
|
NE FINISHED |
How this triple was built (3 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: pipenv | Statement: [Pipenv, packageNameOnPyPI, pipenv]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: pipenv Context triple: [Pipenv, packageNameOnPyPI, pipenv]
-
A.
Pipenv
chosen
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.
Pipfile
Pipfile is a configuration file used by Python’s Pipenv tool to declare a project’s package dependencies and related environment settings.
-
C.
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.
-
D.
pipx
pipx is a Python tool that installs and runs Python applications in isolated environments, making it easy to manage and execute command-line utilities without polluting system-wide packages.
-
E.
virtualenv
virtualenv is a widely used Python tool that creates isolated environments to manage project-specific dependencies and avoid conflicts between packages.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: packageNameOnPyPI Context triple: [Pipenv, packageNameOnPyPI, pipenv]
-
A.
npmPackageName
Indicates that the subject is identified by, or associated with, a specific package name in the npm (Node Package Manager) ecosystem.
-
B.
defaultPackageManager
Indicates that one entity is designated as the primary or standard package manager used by another entity or system.
-
C.
pyramidName
Indicates that a pyramid is associated with a specific name or title.
-
D.
repositoryName
Indicates the name assigned to a specific repository within a version control or storage system.
-
E.
softwareName
Indicates that one entity is the name or title of a software application associated with another entity.
- 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_69b350201ac88190b9d8980da5f0d03d |
completed | March 12, 2026, 11:45 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5c7237b608190ab5aca56027344c4 |
completed | March 14, 2026, 8:37 p.m. |
| PD | Predicate disambiguation | batch_69b347faa45481908c19c29fb906dc92 |
completed | March 12, 2026, 11:10 p.m. |
| PDg | Predicate description generation | batch_69b34e0606488190baadf469a1afc3c2 |
completed | March 12, 2026, 11:36 p.m. |
Created at: March 12, 2026, 11:07 p.m.