Triple
T400416
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Python Enhancement Proposals |
E9267
|
entity |
| Predicate | hasPart |
P35
|
FINISHED |
| Object |
PEP 484
PEP 484 is the Python Enhancement Proposal that introduced a standard type hinting system to the Python language.
|
E9267
|
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 484 | Statement: [Python Enhancement Proposals, hasPart, PEP 484]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: PEP 484 Context triple: [Python Enhancement Proposals, hasPart, PEP 484]
-
A.
Python Enhancement Proposals
Python Enhancement Proposals (PEPs) are the formal design documents that propose, specify, and document new features, processes, and standards for the Python programming language.
-
B.
Python reference implementation (CPython)
Python reference implementation (CPython) is the original and most widely used implementation of the Python programming language, written in C and serving as the de facto standard for Python behavior and compatibility.
-
C.
Python Software Foundation
The Python Software Foundation is a non-profit organization that manages the development, licensing, and community support of the Python programming language.
-
D.
PyPy
PyPy is a high-performance alternative Python interpreter featuring a Just-In-Time (JIT) compiler designed to significantly speed up the execution of Python programs.
-
E.
DefinitelyTyped type definition repository
The DefinitelyTyped type definition repository is a large, community-maintained collection of TypeScript type declarations for popular JavaScript libraries, enabling strong typing and better tooling support when using them in TypeScript projects.
- 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 484 Triple: [Python Enhancement Proposals, hasPart, PEP 484]
Generated description
PEP 484 is the Python Enhancement Proposal that introduced a standard type hinting system to the Python language.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: PEP 484 Target entity description: PEP 484 is the Python Enhancement Proposal that introduced a standard type hinting system to the Python language.
-
A.
Python Enhancement Proposals
chosen
Python Enhancement Proposals (PEPs) are the formal design documents that propose, specify, and document new features, processes, and standards for the Python programming language.
-
B.
Python reference implementation (CPython)
Python reference implementation (CPython) is the original and most widely used implementation of the Python programming language, written in C and serving as the de facto standard for Python behavior and compatibility.
-
C.
Python Software Foundation
The Python Software Foundation is a non-profit organization that manages the development, licensing, and community support of the Python programming language.
-
D.
PyPy
PyPy is a high-performance alternative Python interpreter featuring a Just-In-Time (JIT) compiler designed to significantly speed up the execution of Python programs.
-
E.
DefinitelyTyped type definition repository
The DefinitelyTyped type definition repository is a large, community-maintained collection of TypeScript type declarations for popular JavaScript libraries, enabling strong typing and better tooling support when using them in TypeScript projects.
- F. None of above.
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_69a2e8004cb88190b92ed1add6abf41a |
completed | Feb. 28, 2026, 1:05 p.m. |
| NER | Named-entity recognition | batch_69a2ec8e655c819081eff85c0ef55fa5 |
completed | Feb. 28, 2026, 1:24 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a4103f9f588190aabdf7f5d6422d09 |
completed | March 1, 2026, 10:09 a.m. |
| NEDg | Description generation | batch_69a410e5ba148190a7fe0ee9861fb334 |
completed | March 1, 2026, 10:11 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a41180ead48190a5edd2e66da413ba |
completed | March 1, 2026, 10:14 a.m. |
Created at: Feb. 28, 2026, 1:08 p.m.