Triple

T94535
Position Surface form Disambiguated ID Type / Status
Subject Guido van Rossum E1899 entity
Predicate notableWork P4 FINISHED
Object 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.
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: Python Enhancement Proposals | Statement: [Guido van Rossum, notableWork, Python Enhancement Proposals]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Python Enhancement Proposals
Context triple: [Guido van Rossum, notableWork, Python Enhancement Proposals]
  • A. Python
    Python is a high-level, versatile programming language widely used for data analysis, machine learning, web development, and automation.
  • B. Guido van Rossum
    Guido van Rossum is a Dutch programmer best known as the creator of the Python programming language.
  • C. Scratch programming language
    Scratch programming language is a visual, block-based coding environment designed primarily for children and beginners to learn programming concepts through creating interactive stories, games, and animations.
  • D. QED Proof-of-Concept Program
    The QED Proof-of-Concept Program is a commercialization initiative that helps academic researchers advance promising life science and healthcare technologies toward market readiness through funding, mentorship, and industry partnerships.
  • E. Geeks Bearing Gifts
    Geeks Bearing Gifts is a book by computing pioneer Ted Nelson that reflects on the history, philosophy, and future of digital media and information technology.
  • 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: Python Enhancement Proposals
Triple: [Guido van Rossum, notableWork, Python Enhancement Proposals]
Generated description
Python Enhancement Proposals (PEPs) are the formal design documents that propose, specify, and document new features, processes, and standards for the Python programming language.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Python Enhancement Proposals
Target entity description: Python Enhancement Proposals (PEPs) are the formal design documents that propose, specify, and document new features, processes, and standards for the Python programming language.
  • A. Python
    Python is a high-level, versatile programming language widely used for data analysis, machine learning, web development, and automation.
  • B. Guido van Rossum
    Guido van Rossum is a Dutch programmer best known as the creator of the Python programming language.
  • C. Scratch programming language
    Scratch programming language is a visual, block-based coding environment designed primarily for children and beginners to learn programming concepts through creating interactive stories, games, and animations.
  • D. QED Proof-of-Concept Program
    The QED Proof-of-Concept Program is a commercialization initiative that helps academic researchers advance promising life science and healthcare technologies toward market readiness through funding, mentorship, and industry partnerships.
  • E. Geeks Bearing Gifts
    Geeks Bearing Gifts is a book by computing pioneer Ted Nelson that reflects on the history, philosophy, and future of digital media and information technology.
  • 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_69a24d4862f881908cc8b89d3a78031d completed Feb. 28, 2026, 2:04 a.m.
NER Named-entity recognition batch_69a24fd4777c81909ea9b9a6bd4f7ad5 completed Feb. 28, 2026, 2:15 a.m.
NED1 Entity disambiguation (via context triple) batch_69a266ebb994819085fb84dd1d2d25ad completed Feb. 28, 2026, 3:54 a.m.
NEDg Description generation batch_69a267b826a48190aafc1219e8966ffe completed Feb. 28, 2026, 3:57 a.m.
NED2 Entity disambiguation (via description) batch_69a268227ecc8190bb4b4149a7e15923 completed Feb. 28, 2026, 3:59 a.m.
Created at: Feb. 28, 2026, 2:09 a.m.