Triple
T35688058
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Mpumalanga local government sphere |
E1031204
|
entity |
| Predicate | planningInstrument |
P14218
|
FINISHED |
| Object |
Integrated Development Plans (IDPs)
Integrated Development Plans (IDPs) are medium- to long-term strategic planning frameworks used by South African municipalities to guide coordinated development, budgeting, and service delivery within their jurisdictions.
|
E2150884
|
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: Integrated Development Plans (IDPs) | Statement: [Mpumalanga local government sphere, planningInstrument, Integrated Development Plans (IDPs)]
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: Integrated Development Plans (IDPs) Triple: [Mpumalanga local government sphere, planningInstrument, Integrated Development Plans (IDPs)]
Generated description
Integrated Development Plans (IDPs) are medium- to long-term strategic planning frameworks used by South African municipalities to guide coordinated development, budgeting, and service delivery within their jurisdictions.
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_69f76e0c73ec819080ab60a9e2f5f1f6 |
completed | May 3, 2026, 3:47 p.m. |
| NER | Named-entity recognition | batch_69f7a07acf9c8190a9668fef764c327d |
completed | May 3, 2026, 7:22 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a38728f5610819080bb7f18d6ceb20c |
completed | June 21, 2026, 11:23 p.m. |
| NEDg | Description generation | batch_6a38735c90fc8190a9820817feb0a606 |
completed | June 21, 2026, 11:27 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a3873c1a9b081908769cadd77cc2ca2 |
completed | June 21, 2026, 11:29 p.m. |
Created at: May 3, 2026, 4:05 p.m.