Triple

T1187831
Position Surface form Disambiguated ID Type / Status
Subject Southern Bantu E25286 entity
Predicate hasMemberLanguage P7390 FINISHED
Object Tonga (Zimbabwe)
Tonga (Zimbabwe) is a Southern Bantu language spoken primarily by the Tonga people living along the Zambezi River in northern Zimbabwe and neighboring regions.
 E138354 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: Tonga (Zimbabwe) | Statement: [Southern Bantu, hasMemberLanguage, Tonga (Zimbabwe)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tonga (Zimbabwe)
Context triple: [Southern Bantu, hasMemberLanguage, Tonga (Zimbabwe)]
  • A. Tonga (Zambia)
    Tonga (Zambia) is a Bantu language spoken primarily by the Tonga people in southern Zambia and neighboring regions.
  • B. Zimbabwe
    Zimbabwe is a landlocked country in southern Africa known for its dramatic landscapes, diverse wildlife, and historical sites such as Victoria Falls and the Great Zimbabwe ruins.
  • C. Chivhu, Zimbabwe
    Chivhu, Zimbabwe is a small town in central Zimbabwe known as an agricultural center and one of the country’s oldest European-settled communities.
  • D. Tonga
    Tonga is a Polynesian island nation in the South Pacific Ocean known for being a constitutional monarchy and the only Pacific island country never fully colonized by a foreign power.
  • E. Eswatini
    Eswatini is a small landlocked monarchy in Southern Africa known for its blend of traditional Swazi culture and modern institutions.
  • 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: Tonga (Zimbabwe)
Triple: [Southern Bantu, hasMemberLanguage, Tonga (Zimbabwe)]
Generated description
Tonga (Zimbabwe) is a Southern Bantu language spoken primarily by the Tonga people living along the Zambezi River in northern Zimbabwe and neighboring regions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tonga (Zimbabwe)
Target entity description: Tonga (Zimbabwe) is a Southern Bantu language spoken primarily by the Tonga people living along the Zambezi River in northern Zimbabwe and neighboring regions.
  • A. Tonga (Zambia)
    Tonga (Zambia) is a Bantu language spoken primarily by the Tonga people in southern Zambia and neighboring regions.
  • B. Zimbabwe
    Zimbabwe is a landlocked country in southern Africa known for its dramatic landscapes, diverse wildlife, and historical sites such as Victoria Falls and the Great Zimbabwe ruins.
  • C. Chivhu, Zimbabwe
    Chivhu, Zimbabwe is a small town in central Zimbabwe known as an agricultural center and one of the country’s oldest European-settled communities.
  • D. Tonga
    Tonga is a Polynesian island nation in the South Pacific Ocean known for being a constitutional monarchy and the only Pacific island country never fully colonized by a foreign power.
  • E. Eswatini
    Eswatini is a small landlocked monarchy in Southern Africa known for its blend of traditional Swazi culture and modern institutions.
  • 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_69a49427d98881908646d6c63b8cea1e completed March 1, 2026, 7:31 p.m.
NER Named-entity recognition batch_69a4bd568cf481908d10cf19a3ce28f3 completed March 1, 2026, 10:27 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac7f36371c8190a656463a9ae6402a completed March 7, 2026, 7:40 p.m.
NEDg Description generation batch_69ac7f9a55dc819098204d53aac70ef3 completed March 7, 2026, 7:42 p.m.
NED2 Entity disambiguation (via description) batch_69ac80c3c6b08190a99119f5661c0157 completed March 7, 2026, 7:47 p.m.
Created at: March 1, 2026, 7:45 p.m.