Triple

T22193151

Position	Surface form	Disambiguated ID	Type / Status
Subject	Polokwane Local Municipality	`E548480`	entity
Predicate	borderedBy	`P224`	FINISHED
Object	Mogalakwena Local Municipality Mogalakwena Local Municipality is a local government area in the Limpopo province of South Africa, centered around the town of Mokopane and known for its significant mining and rural communities.	`E1533786`	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: Mogalakwena Local Municipality | Statement: [Polokwane Local Municipality, borderedBy, Mogalakwena Local Municipality]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Mogalakwena Local Municipality
Context triple: [Polokwane Local Municipality, borderedBy, Mogalakwena Local Municipality]

A. Mogale City Local Municipality
Mogale City Local Municipality is a local government area in South Africa’s Gauteng province that encompasses Krugersdorp and surrounding towns on the West Rand.
B. Polokwane Local Municipality
Polokwane Local Municipality is a local government area in Limpopo Province, South Africa, that includes the city of Polokwane and surrounding communities.
C. Mopani District Municipality
Mopani District Municipality is a local government area in South Africa’s Limpopo province, known for its largely rural character, agricultural activities, and proximity to parts of the Kruger National Park.
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: Mogalakwena Local Municipality
Triple: [Polokwane Local Municipality, borderedBy, Mogalakwena Local Municipality]

Generated description

Mogalakwena Local Municipality is a local government area in the Limpopo province of South Africa, centered around the town of Mokopane and known for its significant mining and rural communities.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Mogalakwena Local Municipality
Target entity description: Mogalakwena Local Municipality is a local government area in the Limpopo province of South Africa, centered around the town of Mokopane and known for its significant mining and rural communities.

A. Mogale City Local Municipality
Mogale City Local Municipality is a local government area in South Africa’s Gauteng province that encompasses Krugersdorp and surrounding towns on the West Rand.
B. Polokwane Local Municipality
Polokwane Local Municipality is a local government area in Limpopo Province, South Africa, that includes the city of Polokwane and surrounding communities.
C. Mopani District Municipality
Mopani District Municipality is a local government area in South Africa’s Limpopo province, known for its largely rural character, agricultural activities, and proximity to parts of the Kruger National Park.
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_69e11e3e0c7c8190b30d278845e2497e`	completed	April 16, 2026, 5:37 p.m.
NER	Named-entity recognition	`batch_69f12ae552908190b38c3d765bcfb68a`	completed	April 28, 2026, 9:47 p.m.
NED1	Entity disambiguation (via context triple)	`batch_6a0ae9a32e388190851ddaa6f23f9ad2`	completed	May 18, 2026, 10:27 a.m.
NEDg	Description generation	`batch_6a0aea9aad5c81908fca5ea2b594effb`	completed	May 18, 2026, 10:31 a.m.
NED2	Entity disambiguation (via description)	`batch_6a0aeb5137c08190b5b787c85f239a67`	completed	May 18, 2026, 10:34 a.m.

Created at: April 16, 2026, 8:35 p.m.