Triple

T6203716
Position Surface form Disambiguated ID Type / Status
Subject Waterberg region E138697 entity
Predicate nearestTown P350 FINISHED
Object Vaalwater
Vaalwater is a small rural town in South Africa’s Limpopo province, serving as a key gateway and service hub for the surrounding Waterberg biosphere and game reserves.
E597955 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: Vaalwater | Statement: [Waterberg region, nearestTown, Vaalwater]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Vaalwater
Context triple: [Waterberg region, nearestTown, Vaalwater]
  • A. Vaal River
    The Vaal River is one of South Africa’s major rivers, forming part of the border of Gauteng and serving as a key source of water for industry, agriculture, and urban areas.
  • B. Breede River
    The Breede River is a major river in South Africa’s Western Cape, known for flowing through fertile wine and fruit-growing valleys before reaching the Indian Ocean.
  • C. Gariep River
    The Gariep River, more widely known as the Orange River, is one of southern Africa’s longest and most important rivers, flowing westward across South Africa to the Atlantic Ocean.
  • D. Vaalharts River
    The Vaalharts River is a smaller watercourse in South Africa that feeds into the Vaal River and supports the surrounding agricultural region.
  • E. Blyde River
    The Blyde River is a major river in South Africa’s Mpumalanga province, renowned for carving the dramatic Blyde River Canyon, one of the largest and most scenic canyons in the world.
  • 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: Vaalwater
Triple: [Waterberg region, nearestTown, Vaalwater]
Generated description
Vaalwater is a small rural town in South Africa’s Limpopo province, serving as a key gateway and service hub for the surrounding Waterberg biosphere and game reserves.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Vaalwater
Target entity description: Vaalwater is a small rural town in South Africa’s Limpopo province, serving as a key gateway and service hub for the surrounding Waterberg biosphere and game reserves.
  • A. Vaal River
    The Vaal River is one of South Africa’s major rivers, forming part of the border of Gauteng and serving as a key source of water for industry, agriculture, and urban areas.
  • B. Breede River
    The Breede River is a major river in South Africa’s Western Cape, known for flowing through fertile wine and fruit-growing valleys before reaching the Indian Ocean.
  • C. Gariep River
    The Gariep River, more widely known as the Orange River, is one of southern Africa’s longest and most important rivers, flowing westward across South Africa to the Atlantic Ocean.
  • D. Vaalharts River
    The Vaalharts River is a smaller watercourse in South Africa that feeds into the Vaal River and supports the surrounding agricultural region.
  • E. Blyde River
    The Blyde River is a major river in South Africa’s Mpumalanga province, renowned for carving the dramatic Blyde River Canyon, one of the largest and most scenic canyons in the world.
  • 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_69c008acbea48190991c6b834bb45d65 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c0626c23f481909d2b5b0a75c2ffff completed March 22, 2026, 9:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69c66373add88190b5fad625c4284c55 completed March 27, 2026, 11:01 a.m.
NEDg Description generation batch_69c6641f712481908215fd281cd8abf7 completed March 27, 2026, 11:03 a.m.
NED2 Entity disambiguation (via description) batch_69c66494b114819095a29ab6b699c2ad completed March 27, 2026, 11:05 a.m.
Created at: March 22, 2026, 4:20 p.m.