Triple

T6700715
Position Surface form Disambiguated ID Type / Status
Subject Tswa language E152870 entity
Predicate partOf P40 FINISHED
Object Tswa-Ronga group
The Tswa-Ronga group is a closely related cluster of Bantu languages spoken primarily in southern Mozambique and neighboring regions, encompassing varieties such as Tswa, Ronga, and Tsonga.
E614290 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 group | Statement: [Tswa language, partOf, Tswa-Ronga group]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tswa-Ronga group
Context triple: [Tswa language, partOf, Tswa-Ronga group]
  • A. Undugu group
    The Undugu group was a regional cooperative framework among Nile Basin countries that laid early groundwork for collaborative management and development of the river’s shared water resources.
  • B. Makua group
    The Makua group is a cluster of closely related Bantu-speaking ethnic communities primarily inhabiting northern Mozambique and parts of neighboring countries in southeastern Africa.
  • C. Lunda people
    The Lunda people are a Bantu-speaking ethnic group of Central Africa known for their historical Lunda Kingdom and widespread presence across parts of Zambia, the Democratic Republic of the Congo, and Angola.
  • D. Ovimbundu people
    The Ovimbundu people are the largest ethnic group in Angola, traditionally agriculturalists and traders concentrated in the country’s central highlands, with a distinct culture and social organization.
  • E. Tanga group
    The Tanga group is a small archipelago of volcanic islands located off the east coast of New Ireland in Papua New Guinea, known for its traditional cultures and marine biodiversity.
  • 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 group
Triple: [Tswa language, partOf, Tswa-Ronga group]
Generated description
The Tswa-Ronga group is a closely related cluster of Bantu languages spoken primarily in southern Mozambique and neighboring regions, encompassing varieties such as Tswa, Ronga, and Tsonga.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tswa-Ronga group
Target entity description: The Tswa-Ronga group is a closely related cluster of Bantu languages spoken primarily in southern Mozambique and neighboring regions, encompassing varieties such as Tswa, Ronga, and Tsonga.
  • A. Undugu group
    The Undugu group was a regional cooperative framework among Nile Basin countries that laid early groundwork for collaborative management and development of the river’s shared water resources.
  • B. Makua group
    The Makua group is a cluster of closely related Bantu-speaking ethnic communities primarily inhabiting northern Mozambique and parts of neighboring countries in southeastern Africa.
  • C. Lunda people
    The Lunda people are a Bantu-speaking ethnic group of Central Africa known for their historical Lunda Kingdom and widespread presence across parts of Zambia, the Democratic Republic of the Congo, and Angola.
  • D. Ovimbundu people
    The Ovimbundu people are the largest ethnic group in Angola, traditionally agriculturalists and traders concentrated in the country’s central highlands, with a distinct culture and social organization.
  • E. Tanga group
    The Tanga group is a small archipelago of volcanic islands located off the east coast of New Ireland in Papua New Guinea, known for its traditional cultures and marine biodiversity.
  • 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_69c68807adbc8190b8632df42b39eda0 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d0e4a1848190997520ddd7808cc6 completed March 27, 2026, 6:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69c70081395c8190921636db5cfa096a completed March 27, 2026, 10:11 p.m.
NEDg Description generation batch_69c704f464f88190be8163b2dfd32bcf completed March 27, 2026, 10:30 p.m.
NED2 Entity disambiguation (via description) batch_69c705db3098819083ce9a93e429b758 completed March 27, 2026, 10:34 p.m.
Created at: March 27, 2026, 2:05 p.m.