Triple

T1187843
Position Surface form Disambiguated ID Type / Status
Subject Southern Bantu E25286 entity
Predicate hasMemberLanguage P7390 FINISHED
Object 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.
 E163038 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: Tswa–Ronga languages | Statement: [Southern Bantu, hasMemberLanguage, Tswa–Ronga languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tswa–Ronga languages
Context triple: [Southern Bantu, hasMemberLanguage, Tswa–Ronga languages]
  • A. Nguni languages
    The Nguni languages are a group of closely related Bantu languages of southern Africa that include major tongues such as Zulu, Xhosa, Swati, and Ndebele.
  • B. Southern Bantu languages
    Southern Bantu languages are a major branch of the Bantu language family spoken primarily in southern Africa, including well-known languages such as Zulu, Xhosa, and Shona.
  • C. Bantu languages
    Bantu languages are a large family of closely related languages spoken across much of central, eastern, and southern Africa, known for features like noun class systems and widespread mutual influences among neighboring tongues.
  • D. Khoisan languages
    Khoisan languages are a group of indigenous African language families best known for their distinctive click consonants and their speakers’ long-standing presence in southern Africa.
  • E. Sotho–Tswana languages
    The Sotho–Tswana languages are a closely related group of Southern Bantu languages spoken primarily in South Africa, Lesotho, and Botswana, including Sesotho, Setswana, and Sepedi.
  • 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: Tswa–Ronga languages
Triple: [Southern Bantu, hasMemberLanguage, Tswa–Ronga languages]
Generated description
The Tswa–Ronga languages are a closely related group of Bantu languages spoken primarily in southern Africa, including varieties such as Tsonga and Ronga.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tswa–Ronga languages
Target entity description: The Tswa–Ronga languages are a closely related group of Bantu languages spoken primarily in southern Africa, including varieties such as Tsonga and Ronga.
  • A. Nguni languages
    The Nguni languages are a group of closely related Bantu languages of southern Africa that include major tongues such as Zulu, Xhosa, Swati, and Ndebele.
  • B. Southern Bantu languages
    Southern Bantu languages are a major branch of the Bantu language family spoken primarily in southern Africa, including well-known languages such as Zulu, Xhosa, and Shona.
  • C. Bantu languages
    Bantu languages are a large family of closely related languages spoken across much of central, eastern, and southern Africa, known for features like noun class systems and widespread mutual influences among neighboring tongues.
  • D. Khoisan languages
    Khoisan languages are a group of indigenous African language families best known for their distinctive click consonants and their speakers’ long-standing presence in southern Africa.
  • E. Sotho–Tswana languages
    The Sotho–Tswana languages are a closely related group of Southern Bantu languages spoken primarily in South Africa, Lesotho, and Botswana, including Sesotho, Setswana, and Sepedi.
  • 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_69ad0146e1ec8190974e9d73acd6ca90 completed March 8, 2026, 4:55 a.m.
NEDg Description generation batch_69ad01c53e808190824b9702c309f0a2 completed March 8, 2026, 4:57 a.m.
NED2 Entity disambiguation (via description) batch_69ad0241546881908f1044616255f146 completed March 8, 2026, 4:59 a.m.
Created at: March 1, 2026, 7:45 p.m.