Triple
T18051298
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | contextlib |
E431930
|
entity |
| Predicate | PEPReference |
P121984
|
FINISHED |
| Object | PEP 343 |
—
|
NE NERFINISHED |
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 343 | Statement: [contextlib, PEPReference, PEP 343]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: PEP 343 Context triple: [contextlib, PEPReference, PEP 343]
-
A.
PEP 328
PEP 328 is a Python Enhancement Proposal that introduced and standardized the syntax and semantics for absolute and relative imports in Python.
-
B.
PEP 345
PEP 345 is a Python Enhancement Proposal that defines the metadata format for Python software packages, including standardized fields used in package distribution.
-
C.
PEP 302
PEP 302 is a Python Enhancement Proposal that defines the import hook mechanism, enabling customization and extension of Python’s module import system.
-
D.
PEP 333
PEP 333 is the Python Enhancement Proposal that originally defined the Web Server Gateway Interface (WSGI), a standard for communication between Python web applications and web servers.
-
E.
PEP 382
PEP 382 is a Python Enhancement Proposal that originally specified a mechanism for namespace packages using explicit “.pkg” files, an approach later superseded by the implicit namespace package model of PEP 420.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: PEP 343 Target entity description: PEP 343 is the Python Enhancement Proposal that introduced the "with" statement and the context manager protocol to simplify resource management in Python.
-
A.
PEP 328
PEP 328 is a Python Enhancement Proposal that introduced and standardized the syntax and semantics for absolute and relative imports in Python.
-
B.
PEP 345
PEP 345 is a Python Enhancement Proposal that defines the metadata format for Python software packages, including standardized fields used in package distribution.
-
C.
PEP 302
PEP 302 is a Python Enhancement Proposal that defines the import hook mechanism, enabling customization and extension of Python’s module import system.
-
D.
PEP 333
PEP 333 is the Python Enhancement Proposal that originally defined the Web Server Gateway Interface (WSGI), a standard for communication between Python web applications and web servers.
-
E.
PEP 382
PEP 382 is a Python Enhancement Proposal that originally specified a mechanism for namespace packages using explicit “.pkg” files, an approach later superseded by the implicit namespace package model of PEP 420.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: PEPReference Context triple: [contextlib, PEPReference, PEP 343]
-
A.
PEPNumber
Indicates a relationship where an entity is assigned or associated with a specific PEP (Personal/Professional/Project/Policy, etc.) identification number.
-
B.
referenceSectionFor
chosen
Indicates a relationship where one resource serves as the reference section or reference material specifically associated with another resource.
-
C.
eraReference
Indicates a temporal relationship where something is associated with, situated in, or characterized by a particular historical era or time period.
-
D.
articleReference
Indicates that one entity cites, mentions, or refers to another entity within an article or written document.
-
E.
coreTextReferenced
Indicates that one text directly cites, mentions, or otherwise refers to another core text as a reference point.
- F. None of above.
Provenance (3 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. |
| PD | Predicate disambiguation | batch_69e3f90c652481908133a73106d78919 |
completed | April 18, 2026, 9:35 p.m. |
Created at: April 10, 2026, 10:25 a.m.