Triple

T10826000
Position Surface form Disambiguated ID Type / Status
Subject Python Developer Guide E255498 entity
Predicate governs P760 FINISHED
Object CPython code review standards
CPython code review standards are the official guidelines that define how changes to the reference Python implementation are evaluated, discussed, and approved by core developers and contributors.
E888279 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: CPython code review standards | Statement: [Python Developer Guide, governs, CPython code review standards]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: CPython code review standards
Context triple: [Python Developer Guide, governs, CPython code review standards]
  • A. PEP 8
    PEP 8 is the official Python style guide that defines conventions for writing readable, consistent Python code.
  • B. 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.
  • C. 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.
  • D. PEP 13: Python Language Governance
    PEP 13: Python Language Governance is the Python Enhancement Proposal that defines the structure, responsibilities, and election process of the Python Steering Council, establishing the project's formal governance model.
  • E. C++ Coding Standards
    C++ Coding Standards is a widely respected book by Herb Sutter and Andrei Alexandrescu that outlines best practices and guidelines for writing efficient, maintainable, and robust C++ code.
  • 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: CPython code review standards
Triple: [Python Developer Guide, governs, CPython code review standards]
Generated description
CPython code review standards are the official guidelines that define how changes to the reference Python implementation are evaluated, discussed, and approved by core developers and contributors.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: CPython code review standards
Target entity description: CPython code review standards are the official guidelines that define how changes to the reference Python implementation are evaluated, discussed, and approved by core developers and contributors.
  • A. PEP 8
    PEP 8 is the official Python style guide that defines conventions for writing readable, consistent Python code.
  • B. 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.
  • C. 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.
  • D. PEP 13: Python Language Governance
    PEP 13: Python Language Governance is the Python Enhancement Proposal that defines the structure, responsibilities, and election process of the Python Steering Council, establishing the project's formal governance model.
  • E. C++ Coding Standards
    C++ Coding Standards is a widely respected book by Herb Sutter and Andrei Alexandrescu that outlines best practices and guidelines for writing efficient, maintainable, and robust C++ code.
  • 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_69d6aa8081448190a9324184f2bd1c26 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d734d1c24881909f56d56207cccbef completed April 9, 2026, 5:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69de858672d8819094baf4fe98b8dea4 completed April 14, 2026, 6:20 p.m.
NEDg Description generation batch_69de8e70da448190b80068fea047a88c completed April 14, 2026, 6:58 p.m.
NED2 Entity disambiguation (via description) batch_69de94dd45548190a88b5ab991756d12 completed April 14, 2026, 7:26 p.m.
Created at: April 8, 2026, 9:19 p.m.