Triple

T148091
Position Surface form Disambiguated ID Type / Status
Subject Python E3372 entity
Predicate implementation P1417 FINISHED
Object MicroPython
MicroPython is a lean and efficient reimplementation of the Python 3 language designed to run on microcontrollers and other resource-constrained embedded systems.
E17655 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: MicroPython | Statement: [Python, implementation, MicroPython]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: MicroPython
Context triple: [Python, implementation, MicroPython]
  • A. Microsoft MakeCode
    Microsoft MakeCode is a web-based platform for creating and learning to program interactive projects using block-based and JavaScript coding, often for microcontrollers and educational devices.
  • B. Python
    Python is a high-level, versatile programming language widely used for data analysis, machine learning, web development, and automation.
  • 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. ScratchJr
    ScratchJr is a simplified, block-based visual programming language and app designed to introduce young children to coding and computational thinking through interactive stories and games.
  • E. Snap! (Build Your Own Blocks)
    Snap! (Build Your Own Blocks) is a visual, block-based programming language and environment designed for advanced users and education, extending Scratch with powerful features like first-class procedures, lists, and continuations.
  • 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: MicroPython
Triple: [Python, implementation, MicroPython]
Generated description
MicroPython is a lean and efficient reimplementation of the Python 3 language designed to run on microcontrollers and other resource-constrained embedded systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: MicroPython
Target entity description: MicroPython is a lean and efficient reimplementation of the Python 3 language designed to run on microcontrollers and other resource-constrained embedded systems.
  • A. Microsoft MakeCode
    Microsoft MakeCode is a web-based platform for creating and learning to program interactive projects using block-based and JavaScript coding, often for microcontrollers and educational devices.
  • B. Python
    Python is a high-level, versatile programming language widely used for data analysis, machine learning, web development, and automation.
  • 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. ScratchJr
    ScratchJr is a simplified, block-based visual programming language and app designed to introduce young children to coding and computational thinking through interactive stories and games.
  • E. Snap! (Build Your Own Blocks)
    Snap! (Build Your Own Blocks) is a visual, block-based programming language and environment designed for advanced users and education, extending Scratch with powerful features like first-class procedures, lists, and continuations.
  • 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_69a252868de4819080e21c9938bfe8b6 completed Feb. 28, 2026, 2:27 a.m.
NER Named-entity recognition batch_69a25bab43608190ba5ebfbee6b5b6e4 completed Feb. 28, 2026, 3:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69a2c27754a881908ef5a96e05e515e3 completed Feb. 28, 2026, 10:24 a.m.
NEDg Description generation batch_69a2c37177348190857d52872e6ab393 completed Feb. 28, 2026, 10:29 a.m.
NED2 Entity disambiguation (via description) batch_69a2c3c512f08190bb87f874524b1616 completed Feb. 28, 2026, 10:30 a.m.
Created at: Feb. 28, 2026, 2:31 a.m.