Triple

T6120506
Position Surface form Disambiguated ID Type / Status
Subject Tonga languages (southern Africa) E136469 entity
Predicate areNotTheSameAs P1612 FINISHED
Object 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.
 E570281 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 (Malawi) | Statement: [Tonga languages (southern Africa), areNotTheSameAs, Tonga language (Malawi)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tonga language (Malawi)
Context triple: [Tonga languages (southern Africa), areNotTheSameAs, Tonga language (Malawi)]
  • A. 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.
  • B. 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.
  • 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. Sranan Tongo
    Sranan Tongo is an English- and Dutch-influenced creole language originating in Suriname, widely used as a lingua franca among its diverse ethnic communities.
  • 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 (Malawi)
Triple: [Tonga languages (southern Africa), areNotTheSameAs, Tonga language (Malawi)]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tonga language (Malawi)
Target entity description: 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.
  • A. 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.
  • B. 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.
  • 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. Sranan Tongo
    Sranan Tongo is an English- and Dutch-influenced creole language originating in Suriname, widely used as a lingua franca among its diverse ethnic communities.
  • 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_69c0089f851c81909e5e189a617dcff6 completed March 22, 2026, 3:19 p.m.
NER Named-entity recognition batch_69c05bef8dc08190b917ad7209188c62 completed March 22, 2026, 9:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69c135a5c428819090066ad785296736 completed March 23, 2026, 12:44 p.m.
NEDg Description generation batch_69c13784569c819084aea01ac3d2c5dc completed March 23, 2026, 12:52 p.m.
NED2 Entity disambiguation (via description) batch_69c137fd85cc8190ad213d3462e39d5c completed March 23, 2026, 12:54 p.m.
Created at: March 22, 2026, 4:14 p.m.