Triple

T19608054
Position Surface form Disambiguated ID Type / Status
Subject Talal Abu-Ghazaleh E470656 entity
Predicate knownFor P22 FINISHED
Object founding Talal Abu-Ghazaleh Organization — NE NERFINISHED

How this triple was built (3 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: founding Talal Abu-Ghazaleh Organization | Statement: [Talal Abu-Ghazaleh, knownFor, founding Talal Abu-Ghazaleh Organization]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: founding Talal Abu-Ghazaleh Organization
Context triple: [Talal Abu-Ghazaleh, knownFor, founding Talal Abu-Ghazaleh Organization]
  • A. Tamer Center for Social Enterprise
    The Tamer Center for Social Enterprise is a Columbia Business School hub that supports research, education, and ventures focused on using business approaches to address social and environmental challenges.
  • B. Fazl-e-Umar Foundation
    Fazl-e-Umar Foundation is a charitable and educational organization within the Ahmadiyya Muslim Community, established to promote welfare, scholarship, and community development initiatives.
  • C. Elad Foundation
    The Elad Foundation is an Israeli organization known for promoting Jewish settlement and tourism in East Jerusalem, particularly around the City of David archaeological and national park area.
  • D. Aga Khan Fund for Economic Development
    The Aga Khan Fund for Economic Development is a for-profit development agency within the Aga Khan Development Network that promotes private-sector growth and investment to foster economic progress in developing countries.
  • E. LUMS Center for Entrepreneurship
    LUMS Center for Entrepreneurship is a startup incubation and acceleration hub at Lahore University of Management Sciences that supports early-stage entrepreneurs through mentorship, resources, and industry linkages.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: founding Talal Abu-Ghazaleh Organization
Target entity description: The Talal Abu-Ghazaleh Organization is a global professional services group based in the Arab world, offering consulting, intellectual property, education, and related business services.
  • A. Tamer Center for Social Enterprise
    The Tamer Center for Social Enterprise is a Columbia Business School hub that supports research, education, and ventures focused on using business approaches to address social and environmental challenges.
  • B. Fazl-e-Umar Foundation
    Fazl-e-Umar Foundation is a charitable and educational organization within the Ahmadiyya Muslim Community, established to promote welfare, scholarship, and community development initiatives.
  • C. Elad Foundation
    The Elad Foundation is an Israeli organization known for promoting Jewish settlement and tourism in East Jerusalem, particularly around the City of David archaeological and national park area.
  • D. Aga Khan Fund for Economic Development
    The Aga Khan Fund for Economic Development is a for-profit development agency within the Aga Khan Development Network that promotes private-sector growth and investment to foster economic progress in developing countries.
  • E. LUMS Center for Entrepreneurship
    LUMS Center for Entrepreneurship is a startup incubation and acceleration hub at Lahore University of Management Sciences that supports early-stage entrepreneurs through mentorship, resources, and industry linkages.
  • F. None of above. chosen

Provenance (2 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_69d8e510fa248190b7afb274a1d4cf73 completed April 10, 2026, 11:54 a.m.
NER Named-entity recognition batch_69e640c964fc8190bd1cb60f4b233eaa completed April 20, 2026, 3:05 p.m.
Created at: April 10, 2026, 1:43 p.m.