Triple

T6861288
Position Surface form Disambiguated ID Type / Status
Subject Western Bantu languages E158283 entity
Predicate hasSubgroup P747 FINISHED
Object Tsogo languages
The Tsogo languages are a small group of closely related Bantu languages spoken primarily in Gabon in Central Africa.
 E624361 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: Tsogo languages | Statement: [Western Bantu languages, hasSubgroup, Tsogo languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tsogo languages
Context triple: [Western Bantu languages, hasSubgroup, Tsogo languages]
  • A. Ngemba languages
    The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
  • B. Laiyolo–Kaili languages
    The Laiyolo–Kaili languages are a subgroup of Austronesian languages spoken in Sulawesi, Indonesia, known for their shared linguistic features within the broader Celebic branch.
  • C. Teke–Mbede languages
    The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
  • D. Beti-Fang languages
    Beti-Fang languages are a cluster of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and Gabon by Beti and Fang peoples.
  • E. 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.
  • 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: Tsogo languages
Triple: [Western Bantu languages, hasSubgroup, Tsogo languages]
Generated description
The Tsogo languages are a small group of closely related Bantu languages spoken primarily in Gabon in Central Africa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tsogo languages
Target entity description: The Tsogo languages are a small group of closely related Bantu languages spoken primarily in Gabon in Central Africa.
  • A. Ngemba languages
    The Ngemba languages are a group of closely related Bantoid languages spoken primarily in the Grassfields region of Cameroon.
  • B. Laiyolo–Kaili languages
    The Laiyolo–Kaili languages are a subgroup of Austronesian languages spoken in Sulawesi, Indonesia, known for their shared linguistic features within the broader Celebic branch.
  • C. Teke–Mbede languages
    The Teke–Mbede languages are a group of closely related Bantu languages spoken primarily in Gabon and neighboring Central African countries.
  • D. Beti-Fang languages
    Beti-Fang languages are a cluster of closely related Bantu languages spoken primarily in Cameroon, Equatorial Guinea, and Gabon by Beti and Fang peoples.
  • E. 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.
  • 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_69c68830cdbc8190a8301c7a9d9f651a completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d88659c8819084916663219a8198 completed March 27, 2026, 7:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69c72fed3e788190b2b68fc93173f73e completed March 28, 2026, 1:33 a.m.
NEDg Description generation batch_69c7361177ac8190b1e06cb15d258d0f completed March 28, 2026, 1:59 a.m.
NED2 Entity disambiguation (via description) batch_69c7381015a081909f9b32732f826d2c completed March 28, 2026, 2:08 a.m.
Created at: March 27, 2026, 2:21 p.m.