Triple

T4325897
Position Surface form Disambiguated ID Type / Status
Subject SciPy Developers E96632 entity
Predicate associatedWith P37 FINISHED
Object NumFOCUS
NumFOCUS is a nonprofit organization that supports and promotes open-source scientific computing projects and the communities around them.
E430998 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: NumFOCUS | Statement: [SciPy Developers, associatedWith, NumFOCUS]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: NumFOCUS
Context triple: [SciPy Developers, associatedWith, NumFOCUS]
  • A. Open Source Initiative
    The Open Source Initiative is a non-profit organization that promotes and protects open source software by defining the Open Source Definition and approving licenses that comply with it.
  • B. Free Software Foundation
    The Free Software Foundation is a nonprofit organization that promotes computer users' freedom and defends the rights of all software users through advocacy, licensing, and development of free software.
  • C. Linux Foundation
    The Linux Foundation is a nonprofit consortium that supports and promotes the growth of the Linux operating system and other open-source software projects through collaboration, funding, and industry partnerships.
  • D. Free Software Foundation Europe
    Free Software Foundation Europe is a non-profit organization that promotes and defends free and open source software, digital rights, and user freedoms across Europe.
  • E. Python Software Foundation
    The Python Software Foundation is a non-profit organization that manages the development, licensing, and community support of the Python programming language.
  • 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: NumFOCUS
Triple: [SciPy Developers, associatedWith, NumFOCUS]
Generated description
NumFOCUS is a nonprofit organization that supports and promotes open-source scientific computing projects and the communities around them.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: NumFOCUS
Target entity description: NumFOCUS is a nonprofit organization that supports and promotes open-source scientific computing projects and the communities around them.
  • A. Open Source Initiative
    The Open Source Initiative is a non-profit organization that promotes and protects open source software by defining the Open Source Definition and approving licenses that comply with it.
  • B. Free Software Foundation
    The Free Software Foundation is a nonprofit organization that promotes computer users' freedom and defends the rights of all software users through advocacy, licensing, and development of free software.
  • C. Linux Foundation
    The Linux Foundation is a nonprofit consortium that supports and promotes the growth of the Linux operating system and other open-source software projects through collaboration, funding, and industry partnerships.
  • D. Free Software Foundation Europe
    Free Software Foundation Europe is a non-profit organization that promotes and defends free and open source software, digital rights, and user freedoms across Europe.
  • E. Python Software Foundation
    The Python Software Foundation is a non-profit organization that manages the development, licensing, and community support of the Python programming language.
  • 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_69b34542fd908190b11b08faad8decfd completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b3513020f481909ff2fec3934f3002 completed March 12, 2026, 11:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5d09861a4819086a88bb42a8ea2e4 completed March 14, 2026, 9:18 p.m.
NEDg Description generation batch_69b5d11a30a08190b9f58fadd2415559 completed March 14, 2026, 9:20 p.m.
NED2 Entity disambiguation (via description) batch_69b5d194975481908b029ab106223c6c completed March 14, 2026, 9:22 p.m.
Created at: March 12, 2026, 11:13 p.m.