Triple
T4278077
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | setuptools |
E97087
|
entity |
| Predicate | supportsStandard |
P1587
|
FINISHED |
| Object |
PEP 517 (via backends)
PEP 517 (via backends) defines a standardized, backend-agnostic interface for building Python packages, separating build logic from packaging tools like setuptools.
|
E427617
|
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: PEP 517 (via backends) | Statement: [setuptools, supportsStandard, PEP 517 (via backends)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: PEP 517 (via backends) Context triple: [setuptools, supportsStandard, PEP 517 (via backends)]
-
A.
Python Packaging Authority
The Python Packaging Authority is a working group that oversees and develops key tools, standards, and infrastructure for packaging and distributing Python software.
-
B.
setuptools
setuptools is a widely used Python library for packaging, distributing, and installing Python projects and their dependencies.
-
C.
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.
-
D.
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.
-
E.
PEP 695
PEP 695 is a Python Enhancement Proposal that introduces a new, more concise syntax for type parameter declarations to improve the language’s support for generics and static typing.
- 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: PEP 517 (via backends) Triple: [setuptools, supportsStandard, PEP 517 (via backends)]
Generated description
PEP 517 (via backends) defines a standardized, backend-agnostic interface for building Python packages, separating build logic from packaging tools like setuptools.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: PEP 517 (via backends) Target entity description: PEP 517 (via backends) defines a standardized, backend-agnostic interface for building Python packages, separating build logic from packaging tools like setuptools.
-
A.
PEP 508
PEP 508 is a Python Enhancement Proposal that defines the standard syntax for specifying package dependencies and environment markers in Python packaging.
-
B.
PEP 503
PEP 503 is a Python Enhancement Proposal that defines the simple repository API used by package installers like pip to discover and download Python packages.
-
C.
PEP 425 platform compatibility tags
PEP 425 platform compatibility tags are standardized identifiers used in Python packaging to specify which operating systems, architectures, and Python versions a built distribution (like a wheel) is compatible with.
-
D.
Python Packaging Authority
The Python Packaging Authority is a working group that oversees and develops key tools, standards, and infrastructure for packaging and distributing Python software.
-
E.
setuptools
setuptools is a widely used Python library for packaging, distributing, and installing Python projects and their dependencies.
- 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_69b5b7b708b481908c1683741f84ee55 |
completed | March 14, 2026, 7:32 p.m. |
| NEDg | Description generation | batch_69b5bb84ed808190891f2a75296c11c6 |
completed | March 14, 2026, 7:48 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5bc392228819089fe64b55bb572cc |
completed | March 14, 2026, 7:51 p.m. |
Created at: March 12, 2026, 11:07 p.m.