Triple

T7276330
Position Surface form Disambiguated ID Type / Status
Subject Tswa–Ronga languages E163038 entity
Predicate hasPart P35 FINISHED
Object Changana language
Changana is a Bantu language spoken primarily in southern Mozambique and neighboring regions, closely related to other Tswa–Ronga varieties.
 E653274 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: Changana language | Statement: [Tswa–Ronga languages, hasPart, Changana language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Changana language
Context triple: [Tswa–Ronga languages, hasPart, Changana language]
  • A. Chumburung language
    The Chumburung language is a Niger-Congo language spoken primarily by the Chumburung people in Ghana.
  • B. Reang language
    Reang language is a Tibeto-Burman tribal language spoken primarily by the Reang (Bru) community of Tripura and neighboring regions in Northeast India.
  • C. Chimariko language
    The Chimariko language is an extinct Native American language once spoken in northwestern California, often classified within the proposed Hokan language family.
  • D. Kankanaey language
    The Kankanaey language is an Austronesian language spoken by the Kankanaey people of the northern Philippines, particularly in the Cordillera region of Luzon.
  • E. Kalanguya language
    The Kalanguya language is an Austronesian language spoken by the Kalanguya people in the northern Luzon highlands of the Philippines.
  • 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: Changana language
Triple: [Tswa–Ronga languages, hasPart, Changana language]
Generated description
Changana is a Bantu language spoken primarily in southern Mozambique and neighboring regions, closely related to other Tswa–Ronga varieties.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Changana language
Target entity description: Changana is a Bantu language spoken primarily in southern Mozambique and neighboring regions, closely related to other Tswa–Ronga varieties.
  • A. Chumburung language
    The Chumburung language is a Niger-Congo language spoken primarily by the Chumburung people in Ghana.
  • B. Reang language
    Reang language is a Tibeto-Burman tribal language spoken primarily by the Reang (Bru) community of Tripura and neighboring regions in Northeast India.
  • C. Chimariko language
    The Chimariko language is an extinct Native American language once spoken in northwestern California, often classified within the proposed Hokan language family.
  • D. Kankanaey language
    The Kankanaey language is an Austronesian language spoken by the Kankanaey people of the northern Philippines, particularly in the Cordillera region of Luzon.
  • E. Kalanguya language
    The Kalanguya language is an Austronesian language spoken by the Kalanguya people in the northern Luzon highlands of the Philippines.
  • 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_69c6885c5964819085b209701769877f completed March 27, 2026, 1:38 p.m.
NER Named-entity recognition batch_69c6eb2f239c819097c1ac4d6de8b0e5 completed March 27, 2026, 8:40 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7db2c76fc81909632c7ee4e54f81c completed March 28, 2026, 1:44 p.m.
NEDg Description generation batch_69c7dc1469e08190a0b2b924884885e6 completed March 28, 2026, 1:48 p.m.
NED2 Entity disambiguation (via description) batch_69c7dca05ad081908e2036ba6c909c09 completed March 28, 2026, 1:50 p.m.
Created at: March 27, 2026, 2:59 p.m.