Triple
T19608059
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Talal Abu-Ghazaleh |
E470656
|
entity |
| Predicate | founderOf |
P104
|
FINISHED |
| Object |
Talal Abu-Ghazaleh University College of Business
Talal Abu-Ghazaleh University College of Business is a private business education institution named after and established by Arab business leader Talal Abu-Ghazaleh, focusing on developing professional and entrepreneurial skills.
|
E1386099
|
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: Talal Abu-Ghazaleh University College of Business | Statement: [Talal Abu-Ghazaleh, founderOf, Talal Abu-Ghazaleh University College of Business]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Talal Abu-Ghazaleh University College of Business Context triple: [Talal Abu-Ghazaleh, founderOf, Talal Abu-Ghazaleh University College of Business]
-
A.
Adnan Kassar School of Business
The Adnan Kassar School of Business is a leading business school in Lebanon offering undergraduate and graduate programs in areas such as management, finance, and marketing within an international and professionally oriented framework.
-
B.
Suliman S. Olayan School of Business
The Suliman S. Olayan School of Business is the business school of the American University of Beirut, offering undergraduate and graduate programs in business and management with a regional and international focus.
-
C.
Suleman Dawood School of Business
Suleman Dawood School of Business is a leading Pakistani business school known for its rigorous management education and research, operating as the business faculty of the Lahore University of Management Sciences (LUMS).
-
D.
UBD School of Business and Economics
UBD School of Business and Economics is the business and economics faculty of Universiti Brunei Darussalam, offering undergraduate and postgraduate programs focused on management, finance, economics, and related fields.
-
E.
Ahlia University
Ahlia University is a private university in Manama, Bahrain, offering a range of undergraduate and postgraduate programs across disciplines such as business, engineering, and information technology.
- 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: Talal Abu-Ghazaleh University College of Business Triple: [Talal Abu-Ghazaleh, founderOf, Talal Abu-Ghazaleh University College of Business]
Generated description
Talal Abu-Ghazaleh University College of Business is a private business education institution named after and established by Arab business leader Talal Abu-Ghazaleh, focusing on developing professional and entrepreneurial skills.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Talal Abu-Ghazaleh University College of Business Target entity description: Talal Abu-Ghazaleh University College of Business is a private business education institution named after and established by Arab business leader Talal Abu-Ghazaleh, focusing on developing professional and entrepreneurial skills.
-
A.
Adnan Kassar School of Business
The Adnan Kassar School of Business is a leading business school in Lebanon offering undergraduate and graduate programs in areas such as management, finance, and marketing within an international and professionally oriented framework.
-
B.
Suliman S. Olayan School of Business
The Suliman S. Olayan School of Business is the business school of the American University of Beirut, offering undergraduate and graduate programs in business and management with a regional and international focus.
-
C.
Suleman Dawood School of Business
Suleman Dawood School of Business is a leading Pakistani business school known for its rigorous management education and research, operating as the business faculty of the Lahore University of Management Sciences (LUMS).
-
D.
UBD School of Business and Economics
UBD School of Business and Economics is the business and economics faculty of Universiti Brunei Darussalam, offering undergraduate and postgraduate programs focused on management, finance, economics, and related fields.
-
E.
Ahlia University
Ahlia University is a private university in Manama, Bahrain, offering a range of undergraduate and postgraduate programs across disciplines such as business, engineering, and information technology.
- 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.