Triple

T9122108
Position Surface form Disambiguated ID Type / Status
Subject Newcastle Local Municipality E218877 entity
Predicate borderedBy P224 FINISHED
Object eMadlangeni Local Municipality
eMadlangeni Local Municipality is a rural local municipality in the KwaZulu-Natal province of South Africa, centered around the town of Utrecht and known for its agriculture and natural landscapes.
E830794 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: eMadlangeni Local Municipality | Statement: [Newcastle Local Municipality, borderedBy, eMadlangeni Local Municipality]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: eMadlangeni Local Municipality
Context triple: [Newcastle Local Municipality, borderedBy, eMadlangeni Local Municipality]
  • A. uMngeni Local Municipality
    uMngeni Local Municipality is a local government area in KwaZulu-Natal, South Africa, that includes the town of Howick and surrounding rural and semi-urban communities.
  • B. Inkosi Langalibalele Local Municipality
    Inkosi Langalibalele Local Municipality is a local government area in KwaZulu-Natal, South Africa, responsible for providing municipal services and administration within part of the uThukela District.
  • C. Matjhabeng Local Municipality
    Matjhabeng Local Municipality is a local government authority in South Africa’s Free State province that administers Welkom and surrounding towns in the goldfields region.
  • D. Makhado Local Municipality
    Makhado Local Municipality is a local government area in the Vhembe District of Limpopo Province, South Africa, centered around the town of Louis Trichardt and known for its predominantly rural communities and agricultural economy.
  • E. Thulamela Local Municipality
    Thulamela Local Municipality is a local government area in the Vhembe District of Limpopo Province, South Africa, known for encompassing parts of the culturally significant Thulamela archaeological site and surrounding communities.
  • 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: eMadlangeni Local Municipality
Triple: [Newcastle Local Municipality, borderedBy, eMadlangeni Local Municipality]
Generated description
eMadlangeni Local Municipality is a rural local municipality in the KwaZulu-Natal province of South Africa, centered around the town of Utrecht and known for its agriculture and natural landscapes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: eMadlangeni Local Municipality
Target entity description: eMadlangeni Local Municipality is a rural local municipality in the KwaZulu-Natal province of South Africa, centered around the town of Utrecht and known for its agriculture and natural landscapes.
  • A. uMngeni Local Municipality
    uMngeni Local Municipality is a local government area in KwaZulu-Natal, South Africa, that includes the town of Howick and surrounding rural and semi-urban communities.
  • B. Inkosi Langalibalele Local Municipality
    Inkosi Langalibalele Local Municipality is a local government area in KwaZulu-Natal, South Africa, responsible for providing municipal services and administration within part of the uThukela District.
  • C. Matjhabeng Local Municipality
    Matjhabeng Local Municipality is a local government authority in South Africa’s Free State province that administers Welkom and surrounding towns in the goldfields region.
  • D. Makhado Local Municipality
    Makhado Local Municipality is a local government area in the Vhembe District of Limpopo Province, South Africa, centered around the town of Louis Trichardt and known for its predominantly rural communities and agricultural economy.
  • E. Thulamela Local Municipality
    Thulamela Local Municipality is a local government area in the Vhembe District of Limpopo Province, South Africa, known for encompassing parts of the culturally significant Thulamela archaeological site and surrounding communities.
  • F. None of above. chosen

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_69ca83dddd548190983b96c664f7f367 completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69cca8b46dac8190bde88205c85f596a completed April 1, 2026, 5:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69d228318de881909bbf4e68331bb586 completed April 5, 2026, 9:15 a.m.
NEDg Description generation batch_69d22968194c8190b919ed3ab2dcfc33 completed April 5, 2026, 9:20 a.m.
NED2 Entity disambiguation (via description) batch_69d229d10dac81909f34a9977e6445a0 completed April 5, 2026, 9:22 a.m.
Created at: March 30, 2026, 7:17 p.m.