Triple
T17522078
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | installer (PyPA project) |
E426698
|
entity |
| Predicate | conformsTo |
P3994
|
FINISHED |
| Object |
PEP 518
PEP 518 is a Python Enhancement Proposal that defines how Python projects specify their build system requirements using a `pyproject.toml` configuration file.
|
E1274579
|
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 518 | Statement: [installer (PyPA project), conformsTo, PEP 518]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: PEP 518 Context triple: [installer (PyPA project), conformsTo, PEP 518]
-
A.
PEP 517
PEP 517 is a Python packaging standard that defines a build-system independent interface for building Python project distributions.
-
B.
PEP 508
PEP 508 is a Python Enhancement Proposal that defines the standard syntax for specifying package dependencies and environment markers in Python packaging.
-
C.
PEP 552
PEP 552 is a Python Enhancement Proposal that introduced deterministic, hash-based .pyc files to improve reproducibility and caching behavior in Python.
-
D.
PEP 618
PEP 618 is a Python Enhancement Proposal that introduced the `strict` parameter to the built-in `zip` function, enabling stricter handling of iterables with mismatched lengths.
-
E.
PEP 544
PEP 544 is a Python Enhancement Proposal that introduces structural subtyping via typing.Protocol, enabling static type checkers to support interface-like behavior based on object capabilities rather than inheritance.
- 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 518 Triple: [installer (PyPA project), conformsTo, PEP 518]
Generated description
PEP 518 is a Python Enhancement Proposal that defines how Python projects specify their build system requirements using a `pyproject.toml` configuration file.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: PEP 518 Target entity description: PEP 518 is a Python Enhancement Proposal that defines how Python projects specify their build system requirements using a `pyproject.toml` configuration file.
-
A.
PEP 517
PEP 517 is a Python packaging standard that defines a build-system independent interface for building Python project distributions.
-
B.
PEP 508
PEP 508 is a Python Enhancement Proposal that defines the standard syntax for specifying package dependencies and environment markers in Python packaging.
-
C.
PEP 552
PEP 552 is a Python Enhancement Proposal that introduced deterministic, hash-based .pyc files to improve reproducibility and caching behavior in Python.
-
D.
PEP 618
PEP 618 is a Python Enhancement Proposal that introduced the `strict` parameter to the built-in `zip` function, enabling stricter handling of iterables with mismatched lengths.
-
E.
PEP 544
PEP 544 is a Python Enhancement Proposal that introduces structural subtyping via typing.Protocol, enabling static type checkers to support interface-like behavior based on object capabilities rather than inheritance.
- 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_69d889de677081909b22d2657b1f0292 |
completed | April 10, 2026, 5:25 a.m. |
| NER | Named-entity recognition | batch_69e452d2f79881909556894728e255ab |
completed | April 19, 2026, 3:58 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a01d283ddbc8190b0f8d710e2b334fe |
completed | May 11, 2026, 12:58 p.m. |
| NEDg | Description generation | batch_6a01d328a3308190b18bf011a1a1d30b |
completed | May 11, 2026, 1:01 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a01d3ca97b88190800530c80bd5dff0 |
completed | May 11, 2026, 1:04 p.m. |
Created at: April 10, 2026, 5:49 a.m.