Triple
T34540407
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Mhlontlo Local Municipality |
E886789
|
entity |
| Predicate | hasServiceDeliveryResponsibilities |
P64716
|
FINISHED |
| Object | basic municipal services |
—
|
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: basic municipal services | Statement: [Mhlontlo Local Municipality, hasServiceDeliveryResponsibilities, basic municipal services]
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasServiceDeliveryResponsibilities Context triple: [Mhlontlo Local Municipality, hasServiceDeliveryResponsibilities, basic municipal services]
-
A.
hasServiceTo
Indicates that one entity provides, offers, or operates a service for or directed toward another entity.
-
B.
hasConstituentServicesIn
chosen
Indicates that an entity provides constituent services within a specified geographic or jurisdictional area.
-
C.
hasSupportService
Indicates that one entity provides or is associated with a support-related service for another entity.
-
D.
hasDirectServices
Indicates that one entity provides services directly to another entity without intermediaries.
-
E.
isDeliveredThrough
Indicates that something is transmitted, conveyed, or provided by means of a specified channel, method, or medium.
- 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_69f349ce5eb881909e431c670944aa68 |
completed | April 30, 2026, 12:23 p.m. |
| NER | Named-entity recognition | batch_69ffcf46fd688190907fd1ceb499a8d1 |
completed | May 10, 2026, 12:20 a.m. |
| PD | Predicate disambiguation | batch_69ffccde2a8c81908e055e74077dbd19 |
completed | May 10, 2026, 12:10 a.m. |
Created at: May 1, 2026, 2:02 a.m.