Triple

T17646162
Position Surface form Disambiguated ID Type / Status
Subject Herero language E429363 entity
Predicate closelyRelatedTo P37 FINISHED
Object Kavango languages
The Kavango languages are a group of closely related Bantu languages spoken primarily along the Kavango River region in Namibia and Angola.
E1281794 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: Kavango languages | Statement: [Herero language, closelyRelatedTo, Kavango languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kavango languages
Context triple: [Herero language, closelyRelatedTo, Kavango languages]
  • A. Tswa–Ronga languages
    The Tswa–Ronga languages are a closely related group of Bantu languages spoken primarily in southern Africa, including varieties such as Tsonga and Ronga.
  • B. Kwango-Kwilu languages
    The Kwango-Kwilu languages are a subgroup of Bantu languages spoken primarily in the Kwango and Kwilu river regions of the Democratic Republic of the Congo and neighboring areas.
  • C. Ovambo language
    The Ovambo language is a Bantu language spoken primarily in northern Namibia and southern Angola by the Ovambo people.
  • D. Teke–Mbede languages
    The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
  • E. Luba languages
    The Luba languages are a group of closely related Bantu languages spoken primarily in the Democratic Republic of the Congo by the Luba people and neighboring 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: Kavango languages
Triple: [Herero language, closelyRelatedTo, Kavango languages]
Generated description
The Kavango languages are a group of closely related Bantu languages spoken primarily along the Kavango River region in Namibia and Angola.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kavango languages
Target entity description: The Kavango languages are a group of closely related Bantu languages spoken primarily along the Kavango River region in Namibia and Angola.
  • A. Tswa–Ronga languages
    The Tswa–Ronga languages are a closely related group of Bantu languages spoken primarily in southern Africa, including varieties such as Tsonga and Ronga.
  • B. Kwango-Kwilu languages
    The Kwango-Kwilu languages are a subgroup of Bantu languages spoken primarily in the Kwango and Kwilu river regions of the Democratic Republic of the Congo and neighboring areas.
  • C. Ovambo language
    The Ovambo language is a Bantu language spoken primarily in northern Namibia and southern Angola by the Ovambo people.
  • D. Teke–Mbede languages
    The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
  • E. Luba languages
    The Luba languages are a group of closely related Bantu languages spoken primarily in the Democratic Republic of the Congo by the Luba people and neighboring 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_69d889e2c2608190b762e76d9b2262f1 completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e46e39937881909bb6a1792fff39a9 completed April 19, 2026, 5:55 a.m.
NED1 Entity disambiguation (via context triple) batch_6a02231b5a6481909a98738a3b5b6492 completed May 11, 2026, 6:42 p.m.
NEDg Description generation batch_6a022599e3888190bdb94677ae8beec2 completed May 11, 2026, 6:53 p.m.
NED2 Entity disambiguation (via description) batch_6a02260941a48190abffffb9312e1141 completed May 11, 2026, 6:55 p.m.
Created at: April 10, 2026, 6:04 a.m.