Triple
T19608058
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Talal Abu-Ghazaleh |
E470656
|
entity |
| Predicate | founderOf |
P104
|
FINISHED |
| Object | Talal Abu-Ghazaleh & Co. International |
—
|
NE NERFINISHED |
How this triple was built (2 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 & Co. International | Statement: [Talal Abu-Ghazaleh, founderOf, Talal Abu-Ghazaleh & Co. International]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Talal Abu-Ghazaleh & Co. International Context triple: [Talal Abu-Ghazaleh, founderOf, Talal Abu-Ghazaleh & Co. International]
-
A.
Talal Abu-Ghazaleh Organization
chosen
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.
-
B.
Talaat Moustafa Group
Talaat Moustafa Group is a leading Egyptian real estate development company known for building large-scale residential and mixed-use communities.
-
C.
Ittefaq Group
Ittefaq Group is a major Pakistani industrial conglomerate, best known for its steel and engineering businesses and its association with the Sharif family.
-
D.
Al Khozama Management Company
Al Khozama Management Company is a Saudi Arabian hospitality and property management firm known for developing and operating upscale hotels, commercial centers, and mixed-use properties.
-
E.
Arabian Construction Company
Arabian Construction Company is a major Middle Eastern construction firm known for delivering large-scale, high-profile commercial and infrastructure projects across the region.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
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.