Triple

T400427
Position Surface form Disambiguated ID Type / Status
Subject Python Enhancement Proposals E9267 entity
Predicate includesType P121 FINISHED
Object Standards Track PEP
A Standards Track PEP is a type of Python Enhancement Proposal that specifies new features or changes to the Python language, standard library, or implementation that are intended to become part of the official Python standard.
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: Standards Track PEP | Statement: [Python Enhancement Proposals, includesType, Standards Track PEP]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Standards Track PEP
Context triple: [Python Enhancement Proposals, includesType, Standards Track PEP]
  • A. BCP 14
    BCP 14 is an IETF Best Current Practice document that standardizes the use of requirement-level keywords like “MUST,” “SHOULD,” and “MAY” in technical specifications.
  • B. RFCs
    RFCs (Requests for Comments) are a series of technical and organizational documents that define and standardize protocols, procedures, and policies for the Internet and related networks.
  • C. RFC Editor
    The RFC Editor is the organization responsible for editing, publishing, and maintaining the Request for Comments (RFC) series that documents standards and technical notes for the Internet community.
  • D. 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.
  • E. RFC 9112
    RFC 9112 is the IETF specification that standardizes the semantics and behavior of HTTP/1.1.
  • 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: Standards Track PEP
Triple: [Python Enhancement Proposals, includesType, Standards Track PEP]
Generated description
A Standards Track PEP is a type of Python Enhancement Proposal that specifies new features or changes to the Python language, standard library, or implementation that are intended to become part of the official Python standard.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Standards Track PEP
Target entity description: A Standards Track PEP is a type of Python Enhancement Proposal that specifies new features or changes to the Python language, standard library, or implementation that are intended to become part of the official Python standard.
  • A. BCP 14
    BCP 14 is an IETF Best Current Practice document that standardizes the use of requirement-level keywords like “MUST,” “SHOULD,” and “MAY” in technical specifications.
  • B. RFCs
    RFCs (Requests for Comments) are a series of technical and organizational documents that define and standardize protocols, procedures, and policies for the Internet and related networks.
  • C. RFC Editor
    The RFC Editor is the organization responsible for editing, publishing, and maintaining the Request for Comments (RFC) series that documents standards and technical notes for the Internet community.
  • D. 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.
  • E. RFC 9112
    RFC 9112 is the IETF specification that standardizes the semantics and behavior of HTTP/1.1.
  • 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.