Triple

T10826171
Position Surface form Disambiguated ID Type / Status
Subject PEP 8016 E255502 entity
Predicate scope P36 FINISHED
Object CPython core development
CPython core development is the collaborative process by which Python’s reference interpreter is designed, implemented, reviewed, and maintained by its core team and contributors.
E51008 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 core development | Statement: [PEP 8016, scope, CPython core development]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: CPython core development
Context triple: [PEP 8016, scope, CPython core development]
  • A. CPython contribution guidelines
    CPython contribution guidelines are the official rules and best practices that explain how to propose, develop, test, and submit changes to the core Python interpreter and standard library.
  • B. Python core developers
    Python core developers are the group of trusted contributors responsible for designing, implementing, and maintaining the official Python language and its reference implementation.
  • 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. CPython Git repository
    The CPython Git repository is the official source code repository for the reference implementation of the Python programming language, hosting its development history, contributions, and release versions.
  • E. 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.
  • 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 core development
Triple: [PEP 8016, scope, CPython core development]
Generated description
CPython core development is the collaborative process by which Python’s reference interpreter is designed, implemented, reviewed, and maintained by its core team and contributors.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: CPython core development
Target entity description: CPython core development is the collaborative process by which Python’s reference interpreter is designed, implemented, reviewed, and maintained by its core team and contributors.
  • A. CPython contribution guidelines
    CPython contribution guidelines are the official rules and best practices that explain how to propose, develop, test, and submit changes to the core Python interpreter and standard library.
  • B. Python core developers chosen
    Python core developers are the group of trusted contributors responsible for designing, implementing, and maintaining the official Python language and its reference implementation.
  • 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. CPython Git repository
    The CPython Git repository is the official source code repository for the reference implementation of the Python programming language, hosting its development history, contributions, and release versions.
  • E. 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.
  • 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_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_69deb1096cbc81908f3eda562c2da042 completed April 14, 2026, 9:26 p.m.
NEDg Description generation batch_69dec2534728819095b3693120772da9 completed April 14, 2026, 10:40 p.m.
NED2 Entity disambiguation (via description) batch_69dec79b1b548190a74312284f98551c completed April 14, 2026, 11:02 p.m.
Created at: April 8, 2026, 9:19 p.m.