Triple
T16068028
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Toyota Motor Manufacturing South Africa |
E389782
|
entity |
| Predicate | subsidiaryOf |
P254
|
FINISHED |
| Object |
Toyota South Africa Motors
Toyota South Africa Motors is Toyota’s primary national distributor and corporate arm in South Africa, overseeing sales, marketing, and regional operations for the brand.
|
E389782
|
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: Toyota South Africa Motors | Statement: [Toyota Motor Manufacturing South Africa, subsidiaryOf, Toyota South Africa Motors]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Toyota South Africa Motors Context triple: [Toyota Motor Manufacturing South Africa, subsidiaryOf, Toyota South Africa Motors]
-
A.
Toyota Motor Manufacturing South Africa
Toyota Motor Manufacturing South Africa is Toyota’s primary vehicle production and assembly subsidiary in South Africa, supplying both the local market and export destinations.
-
B.
Toyota Motor Asia Pacific
Toyota Motor Asia Pacific is the regional headquarters responsible for overseeing Toyota’s automotive operations, marketing, and distribution across the Asia-Pacific region.
-
C.
Toyota Motor SC
Toyota Motor SC was the former corporate football club of Toyota that later evolved into the professional Japanese team now known as Nagoya Grampus.
-
D.
Toyota Motor Manufacturing Kenya
Toyota Motor Manufacturing Kenya is the Kenyan subsidiary of Toyota responsible for assembling and distributing Toyota vehicles in the East African region.
-
E.
Toyota Motor Corporation Australia Limited
Toyota Motor Corporation Australia Limited is the Australian subsidiary of the global Toyota automotive group, responsible for importing, marketing, and distributing Toyota vehicles and services across Australia.
- 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: Toyota South Africa Motors Triple: [Toyota Motor Manufacturing South Africa, subsidiaryOf, Toyota South Africa Motors]
Generated description
Toyota South Africa Motors is Toyota’s primary national distributor and corporate arm in South Africa, overseeing sales, marketing, and regional operations for the brand.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Toyota South Africa Motors Target entity description: Toyota South Africa Motors is Toyota’s primary national distributor and corporate arm in South Africa, overseeing sales, marketing, and regional operations for the brand.
-
A.
Toyota Motor Manufacturing South Africa
chosen
Toyota Motor Manufacturing South Africa is Toyota’s primary vehicle production and assembly subsidiary in South Africa, supplying both the local market and export destinations.
-
B.
Toyota Motor Asia Pacific
Toyota Motor Asia Pacific is the regional headquarters responsible for overseeing Toyota’s automotive operations, marketing, and distribution across the Asia-Pacific region.
-
C.
Toyota Motor SC
Toyota Motor SC was the former corporate football club of Toyota that later evolved into the professional Japanese team now known as Nagoya Grampus.
-
D.
Toyota Motor Manufacturing Kenya
Toyota Motor Manufacturing Kenya is the Kenyan subsidiary of Toyota responsible for assembling and distributing Toyota vehicles in the East African region.
-
E.
Toyota Motor Corporation Australia Limited
Toyota Motor Corporation Australia Limited is the Australian subsidiary of the global Toyota automotive group, responsible for importing, marketing, and distributing Toyota vehicles and services across Australia.
- F. None of above.
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_69d86daf32ec8190a8c0466c8f49c3c0 |
completed | April 10, 2026, 3:25 a.m. |
| NER | Named-entity recognition | batch_69e183baf29481908e5c66879e125363 |
completed | April 17, 2026, 12:50 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ffe480d59c8190962ac596a872b5e0 |
completed | May 10, 2026, 1:50 a.m. |
| NEDg | Description generation | batch_69ffe6ee34788190942ef1d3bb805f78 |
completed | May 10, 2026, 2:01 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ffe7d127848190bbd79a8b94a49f93 |
completed | May 10, 2026, 2:05 a.m. |
Created at: April 10, 2026, 4:57 a.m.