Triple

T18817873
Position Surface form Disambiguated ID Type / Status
Subject Niemba ambush E460184 entity
Predicate opposingGroupEthnicity P12220 FINISHED
Object Baluba
The Baluba are a major Bantu-speaking ethnic group from the Katanga region of the Democratic Republic of the Congo, historically influential through the Luba Kingdom and known for rich artistic and political traditions.
E1343885 NE FINISHED

How this triple was built (5 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: Baluba | Statement: [Niemba ambush, opposingGroupEthnicity, Baluba]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Baluba
Context triple: [Niemba ambush, opposingGroupEthnicity, Baluba]
  • A. Nguni
    Nguni refers to a group of closely related Bantu-speaking peoples of Southern Africa, including the Zulu, Xhosa, Swazi, and Ndebele, who share linguistic and cultural ties.
  • B. Ndonga
    Ndonga is a major Bantu language variety spoken primarily in northern Namibia and southern Angola, often used in education, media, and religious contexts.
  • C. Northern Ndebele
    Northern Ndebele is a Bantu language of the Nguni group spoken primarily in southwestern Zimbabwe and closely related to Zulu.
  • D. Kalanga people
    The Kalanga people are a Bantu-speaking ethnic group primarily found in southwestern Zimbabwe and northeastern Botswana, known for their rich oral traditions, agriculture, and distinctive cultural practices.
  • E. Southern Ndebele
    Southern Ndebele is a Bantu language spoken primarily in South Africa, known for its distinctive click sounds and cultural association with the Ndebele people.
  • 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: Baluba
Triple: [Niemba ambush, opposingGroupEthnicity, Baluba]
Generated description
The Baluba are a major Bantu-speaking ethnic group from the Katanga region of the Democratic Republic of the Congo, historically influential through the Luba Kingdom and known for rich artistic and political traditions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Baluba
Target entity description: The Baluba are a major Bantu-speaking ethnic group from the Katanga region of the Democratic Republic of the Congo, historically influential through the Luba Kingdom and known for rich artistic and political traditions.
  • A. Nguni
    Nguni refers to a group of closely related Bantu-speaking peoples of Southern Africa, including the Zulu, Xhosa, Swazi, and Ndebele, who share linguistic and cultural ties.
  • B. Ndonga
    Ndonga is a major Bantu language variety spoken primarily in northern Namibia and southern Angola, often used in education, media, and religious contexts.
  • C. Northern Ndebele
    Northern Ndebele is a Bantu language of the Nguni group spoken primarily in southwestern Zimbabwe and closely related to Zulu.
  • D. Kalanga people
    The Kalanga people are a Bantu-speaking ethnic group primarily found in southwestern Zimbabwe and northeastern Botswana, known for their rich oral traditions, agriculture, and distinctive cultural practices.
  • E. Southern Ndebele
    Southern Ndebele is a Bantu language spoken primarily in South Africa, known for its distinctive click sounds and cultural association with the Ndebele people.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: opposingGroupEthnicity
Context triple: [Niemba ambush, opposingGroupEthnicity, Baluba]
  • A. otherEthnicGroup
    Indicates that one entity belongs to a different ethnic group than the other entity.
  • B. opposedByGroup
    Indicates that an action, proposal, or entity is met with opposition or resistance from a particular group.
  • C. involvedEthnicGroup chosen
    Indicates that a particular ethnic group participates in, is affected by, or is otherwise associated with the referenced event, situation, or entity.
  • D. affectedEthnicGroup
    Indicates that a particular ethnic group is impacted or influenced by an event, condition, policy, or action.
  • E. containedEthnicGroup
    Indicates that one entity (typically a larger group, region, or population) includes or encompasses a particular ethnic group within it.
  • F. None of above.

Provenance (6 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_69d8dcf94c288190a06dea029ae4b223 completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5a6b7e75c81909bc65cfc61cbe1c6 completed April 20, 2026, 4:08 a.m.
NED1 Entity disambiguation (via context triple) batch_6a055bc7cf40819084b9b975daa86b5f completed May 14, 2026, 5:21 a.m.
NEDg Description generation batch_6a055d9a9da88190b974e8803ca8537f completed May 14, 2026, 5:28 a.m.
NED2 Entity disambiguation (via description) batch_6a055e1a22308190bb7f2337fabc5bdf completed May 14, 2026, 5:31 a.m.
PD Predicate disambiguation batch_69e48d1b10ec8190985c6fb5766ff981 completed April 19, 2026, 8:06 a.m.
Created at: April 10, 2026, 11:55 a.m.