Triple
T10703193
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Boulos family |
E252331
|
entity |
| Predicate | hasBusiness |
P21206
|
FINISHED |
| Object | Boulos Industries Limited |
E252329
|
NE FINISHED |
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: Boulos Industries Limited | Statement: [Boulos family, hasBusiness, Boulos Industries Limited]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Boulos Industries Limited Context triple: [Boulos family, hasBusiness, Boulos Industries Limited]
-
A.
Boulos Enterprises
chosen
Boulos Enterprises is a Nigeria-based conglomerate involved in sectors such as motorcycle distribution, retail, and manufacturing, known for its prominent role in West African commerce.
-
B.
Shao Industries
Shao Industries is a company or corporate entity associated with and employing Liwen Shao.
-
C.
Olayan Group
Olayan Group is a Saudi-based multinational conglomerate with diversified investments across sectors such as finance, real estate, and consumer goods, with significant holdings in both the Middle East and international markets.
-
D.
Orascom Construction Industries
Orascom Construction Industries is a leading Egyptian engineering and construction company with major operations in infrastructure, industrial, and commercial projects across the Middle East and beyond.
-
E.
Murray & Roberts
Murray & Roberts is a major South African engineering and construction group known for delivering large, complex infrastructure and building projects worldwide.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d6aa5cbabc8190973e683950d89faf |
completed | April 8, 2026, 7:19 p.m. |
| NER | Named-entity recognition | batch_69d6fddd28d481908abc5c1d4e5a9f3e |
completed | April 9, 2026, 1:16 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69dbad110d9481908c3c0873424ec616 |
completed | April 12, 2026, 2:32 p.m. |
Created at: April 8, 2026, 9:12 p.m.