Triple

T3337485
Position Surface form Disambiguated ID Type / Status
Subject Tsonga E70172 entity
Predicate macrolanguageOf P23734 FINISHED
Object Tswa-Ronga cluster
The Tswa-Ronga cluster is a group of closely related Bantu languages and dialects spoken primarily in southern Africa, especially in Mozambique and neighboring regions.
 E70628 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 cluster | Statement: [Tsonga, macrolanguageOf, Tswa-Ronga cluster]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tswa-Ronga cluster
Context triple: [Tsonga, macrolanguageOf, Tswa-Ronga cluster]
  • A. Soshanguve
    Soshanguve is a large township in the northern part of the Gauteng province of South Africa, known for its diverse population and proximity to Pretoria.
  • B. Kasulu District
    Kasulu District is an administrative district in western Tanzania known for its large rural population and proximity to the Burundi border.
  • C. Kunene Region
    Kunene Region is a sparsely populated, northwestern region of Namibia known for its rugged landscapes, desert-adapted wildlife, and remote Atlantic coastline.
  • D. Tanba highlands
    The Tanba Highlands are a mountainous region in central Honshu, Japan, known for their forested landscapes, rural scenery, and role as a watershed area for several major rivers.
  • E. Makhuwa
    Makhuwa is a major Bantu language spoken primarily in northern Mozambique by the Makhuwa 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: Tswa-Ronga cluster
Triple: [Tsonga, macrolanguageOf, Tswa-Ronga cluster]
Generated description
The Tswa-Ronga cluster is a group of closely related Bantu languages and dialects spoken primarily in southern Africa, especially in Mozambique and neighboring regions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tswa-Ronga cluster
Target entity description: The Tswa-Ronga cluster is a group of closely related Bantu languages and dialects spoken primarily in southern Africa, especially in Mozambique and neighboring regions.
  • A. Soshanguve
    Soshanguve is a large township in the northern part of the Gauteng province of South Africa, known for its diverse population and proximity to Pretoria.
  • B. Kasulu District
    Kasulu District is an administrative district in western Tanzania known for its large rural population and proximity to the Burundi border.
  • C. Kunene Region
    Kunene Region is a sparsely populated, northwestern region of Namibia known for its rugged landscapes, desert-adapted wildlife, and remote Atlantic coastline.
  • D. Tanba highlands
    The Tanba Highlands are a mountainous region in central Honshu, Japan, known for their forested landscapes, rural scenery, and role as a watershed area for several major rivers.
  • E. Makhuwa chosen
    Makhuwa is a major Bantu language spoken primarily in northern Mozambique by the Makhuwa people.
  • F. None of above.

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_69ad85a24f208190bcf83131bfed3521 completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb1bc31b4819085f01e0b5a7cbc5d completed March 8, 2026, 5:28 p.m.
NED1 Entity disambiguation (via context triple) batch_69b31a8ad1a8819081d7ad2a48e2c5b9 completed March 12, 2026, 7:56 p.m.
NEDg Description generation batch_69b31c3aaba48190b203e344d71080f3 completed March 12, 2026, 8:04 p.m.
NED2 Entity disambiguation (via description) batch_69b31da28a04819096e7ced5f123592a completed March 12, 2026, 8:10 p.m.
Created at: March 8, 2026, 3:12 p.m.