Triple

T19608057
Position Surface form Disambiguated ID Type / Status
Subject Talal Abu-Ghazaleh E470656 entity
Predicate founderOf P104 FINISHED
Object 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: Talal Abu-Ghazaleh Organization | Statement: [Talal Abu-Ghazaleh, founderOf, Talal Abu-Ghazaleh Organization]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Talal Abu-Ghazaleh Organization
Context triple: [Talal Abu-Ghazaleh, founderOf, Talal Abu-Ghazaleh Organization]
  • A. Aga Khan Agency for Habitat
    The Aga Khan Agency for Habitat is a development organization within the Aga Khan Development Network that focuses on improving living conditions, resilience, and environmental sustainability in vulnerable communities.
  • B. 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.
  • C. 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.
  • D. Noor Al Hussein Foundation
    The Noor Al Hussein Foundation is a Jordanian non-profit organization dedicated to sustainable development, community empowerment, and improving the quality of life for disadvantaged populations in Jordan.
  • E. Arab Organization for Industrialization
    The Arab Organization for Industrialization is a major Egyptian state-owned conglomerate that develops and manufactures military and civilian industrial products, serving as a key pillar of Egypt’s defense and technological capabilities.
  • 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: Talal Abu-Ghazaleh Organization
Target entity description: Talal Abu-Ghazaleh Organization is a global professional services group based in the Arab world, known for its work in accounting, intellectual property, consulting, education, and related fields.
  • A. Aga Khan Agency for Habitat
    The Aga Khan Agency for Habitat is a development organization within the Aga Khan Development Network that focuses on improving living conditions, resilience, and environmental sustainability in vulnerable communities.
  • B. 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.
  • C. 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.
  • D. Noor Al Hussein Foundation
    The Noor Al Hussein Foundation is a Jordanian non-profit organization dedicated to sustainable development, community empowerment, and improving the quality of life for disadvantaged populations in Jordan.
  • E. Arab Organization for Industrialization
    The Arab Organization for Industrialization is a major Egyptian state-owned conglomerate that develops and manufactures military and civilian industrial products, serving as a key pillar of Egypt’s defense and technological capabilities.
  • 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.