Triple
T37175238
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Thokoza |
E921020
|
entity |
| Predicate | hasPostApartheidDevelopment |
P36521
|
FINISHED |
| Object | housing upgrades and infrastructure projects |
—
|
LITERAL 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: housing upgrades and infrastructure projects | Statement: [Thokoza, hasPostApartheidDevelopment, housing upgrades and infrastructure projects]
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasPostApartheidDevelopment Context triple: [Thokoza, hasPostApartheidDevelopment, housing upgrades and infrastructure projects]
-
A.
postApartheidCharacteristic
chosen
Indicates a characteristic, condition, or attribute that specifically pertains to the period following the end of apartheid.
-
B.
postApartheidClassification
Indicates how an entity is categorized or classified within the social, legal, or institutional frameworks that emerged after the end of apartheid.
-
C.
governingLawPostApartheid
Indicates that the applicable legal framework or jurisdiction is determined specifically for the period after the end of apartheid.
-
D.
postApartheidProvince
Indicates that an entity is located within, associated with, or belongs to a province as defined in the post-apartheid administrative structure.
-
E.
isPostApartheidElection
Indicates that an election took place after the end of apartheid-era rule in the relevant country or region.
- F. None of above.
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_69f76ea16f288190b445aa1604d996f4 |
completed | May 3, 2026, 3:49 p.m. |
| NER | Named-entity recognition | batch_69ffb1f0b03c81909ddb81f07ce74e88 |
completed | May 9, 2026, 10:15 p.m. |
| PD | Predicate disambiguation | batch_69ffb1662b2481908582e0612744f4c5 |
completed | May 9, 2026, 10:12 p.m. |
Created at: May 3, 2026, 4:15 p.m.