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
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.
|
E1386097
|
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: 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.
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: founding Talal Abu-Ghazaleh Organization Triple: [Talal Abu-Ghazaleh, knownFor, founding Talal Abu-Ghazaleh Organization]
Generated 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.
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 (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_69d8e510fa248190b7afb274a1d4cf73 |
completed | April 10, 2026, 11:54 a.m. |
| NER | Named-entity recognition | batch_69e640c964fc8190bd1cb60f4b233eaa |
completed | April 20, 2026, 3:05 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0771ad705c8190aadad012e23c68a1 |
completed | May 15, 2026, 7:19 p.m. |
| NEDg | Description generation | batch_6a0773a7b6c48190bc7749fb03153745 |
completed | May 15, 2026, 7:27 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0774088414819098b770c2af602507 |
completed | May 15, 2026, 7:29 p.m. |
Created at: April 10, 2026, 1:43 p.m.