Triple

T6446468
Position Surface form Disambiguated ID Type / Status
Subject Tonga (Zimbabwe) E138354 entity
Predicate isDistinctFrom P1612 FINISHED
Object Tonga language (Mozambique)
The Tonga language of Mozambique is a Bantu language spoken primarily in southern Mozambique, distinct from the similarly named Tonga language of Zimbabwe and Zambia.
 E594812 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: Tonga language (Mozambique) | Statement: [Tonga (Zimbabwe), isDistinctFrom, Tonga language (Mozambique)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tonga language (Mozambique)
Context triple: [Tonga (Zimbabwe), isDistinctFrom, Tonga language (Mozambique)]
  • A. Tonga language (Malawi)
    The Tonga language (Malawi) is a Bantu language spoken primarily by the Tonga people of northern Malawi, distinct from other similarly named Tonga languages in southern Africa.
  • B. Tonga languages (southern Africa)
    Tonga languages (southern Africa) are a group of closely related Southern Bantu languages spoken primarily in parts of Zambia, Zimbabwe, and neighboring regions.
  • C. Tongan language
    The Tongan language is an Austronesian language spoken primarily in the Kingdom of Tonga, known for its rich oral traditions and distinct phonological and grammatical features within the Polynesian language family.
  • D. Tsonga language
    The Tsonga language is a Bantu language spoken primarily in southern Africa, especially in Mozambique, South Africa, Eswatini, and Zimbabwe.
  • E. Malaweg language
    The Malaweg language is an Austronesian language spoken primarily in the northern Philippines, particularly in parts of Cagayan province, by the Malaweg ethnic group.
  • 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: Tonga language (Mozambique)
Triple: [Tonga (Zimbabwe), isDistinctFrom, Tonga language (Mozambique)]
Generated description
The Tonga language of Mozambique is a Bantu language spoken primarily in southern Mozambique, distinct from the similarly named Tonga language of Zimbabwe and Zambia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tonga language (Mozambique)
Target entity description: The Tonga language of Mozambique is a Bantu language spoken primarily in southern Mozambique, distinct from the similarly named Tonga language of Zimbabwe and Zambia.
  • A. Tonga language (Malawi)
    The Tonga language (Malawi) is a Bantu language spoken primarily by the Tonga people of northern Malawi, distinct from other similarly named Tonga languages in southern Africa.
  • B. Tonga languages (southern Africa)
    Tonga languages (southern Africa) are a group of closely related Southern Bantu languages spoken primarily in parts of Zambia, Zimbabwe, and neighboring regions.
  • C. Tongan language
    The Tongan language is an Austronesian language spoken primarily in the Kingdom of Tonga, known for its rich oral traditions and distinct phonological and grammatical features within the Polynesian language family.
  • D. Tsonga language
    The Tsonga language is a Bantu language spoken primarily in southern Africa, especially in Mozambique, South Africa, Eswatini, and Zimbabwe.
  • E. Malaweg language
    The Malaweg language is an Austronesian language spoken primarily in the northern Philippines, particularly in parts of Cagayan province, by the Malaweg ethnic group.
  • 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_69c008aa61ac8190bc96715ed79fe2d8 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c0698edeac81909426902471d8a57b completed March 22, 2026, 10:13 p.m.
NED1 Entity disambiguation (via context triple) batch_69c64bcd09e0819097eb60d13e8058dd completed March 27, 2026, 9:20 a.m.
NEDg Description generation batch_69c64fba85a08190ad270b010294f86a completed March 27, 2026, 9:36 a.m.
NED2 Entity disambiguation (via description) batch_69c6508c2fb481909da94b4f67e95ecf completed March 27, 2026, 9:40 a.m.
Created at: March 22, 2026, 4:46 p.m.