Triple

T11168015
Position Surface form Disambiguated ID Type / Status
Subject Afrofuturism E264203 entity
Predicate hasCoreTheme P6627 FINISHED
Object Black AI cooperatives
Black AI cooperatives are community-owned, collaboratively governed initiatives that develop and control artificial intelligence technologies to advance Black liberation, economic justice, and self-determination.
E908744 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: Black AI cooperatives | Statement: [Afrofuturism, hasCoreTheme, Black AI cooperatives]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Black AI cooperatives
Context triple: [Afrofuturism, hasCoreTheme, Black AI cooperatives]
  • A. AI for the Common Good
    AI for the Common Good is a research initiative at the Allen Institute for Artificial Intelligence focused on developing and applying AI technologies to address pressing social and global challenges.
  • B. The Collaborative Habit
    The Collaborative Habit is a book by choreographer Twyla Tharp that explores how to build and sustain effective creative partnerships and teamwork.
  • C. AI2
    AI2 is a research institute founded by Paul Allen that advances artificial intelligence through open science, impactful AI systems, and large-scale scholarly resources.
  • D. The Social Framework
    The Social Framework is an influential economics book by John R. Hicks that presents a systematic introduction to the structure and functioning of a modern economic system.
  • E. The Data of Ethics
    The Data of Ethics is a foundational section of Herbert Spencer’s ethical philosophy that examines the empirical and psychological bases of moral conduct.
  • 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: Black AI cooperatives
Triple: [Afrofuturism, hasCoreTheme, Black AI cooperatives]
Generated description
Black AI cooperatives are community-owned, collaboratively governed initiatives that develop and control artificial intelligence technologies to advance Black liberation, economic justice, and self-determination.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Black AI cooperatives
Target entity description: Black AI cooperatives are community-owned, collaboratively governed initiatives that develop and control artificial intelligence technologies to advance Black liberation, economic justice, and self-determination.
  • A. AI for the Common Good
    AI for the Common Good is a research initiative at the Allen Institute for Artificial Intelligence focused on developing and applying AI technologies to address pressing social and global challenges.
  • B. The Collaborative Habit
    The Collaborative Habit is a book by choreographer Twyla Tharp that explores how to build and sustain effective creative partnerships and teamwork.
  • C. AI2
    AI2 is a research institute founded by Paul Allen that advances artificial intelligence through open science, impactful AI systems, and large-scale scholarly resources.
  • D. The Social Framework
    The Social Framework is an influential economics book by John R. Hicks that presents a systematic introduction to the structure and functioning of a modern economic system.
  • E. The Data of Ethics
    The Data of Ethics is a foundational section of Herbert Spencer’s ethical philosophy that examines the empirical and psychological bases of moral conduct.
  • 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_69d6aa9dafac8190bd90d2c74f661aa7 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e88843cc81909e503f0921c6d297 completed April 9, 2026, 5:57 p.m.
NED1 Entity disambiguation (via context triple) batch_69e463945e40819087c6bdbc322a6d54 completed April 19, 2026, 5:09 a.m.
NEDg Description generation batch_69e46c37efec81908aa709587c37569d completed April 19, 2026, 5:46 a.m.
NED2 Entity disambiguation (via description) batch_69e47292cdd08190b05c4c8b09f4f918 completed April 19, 2026, 6:13 a.m.
Created at: April 8, 2026, 9:29 p.m.