Triple

T6570408
Position Surface form Disambiguated ID Type / Status
Subject Binga District E155418 entity
Predicate hasLanguageCommunity P5562 FINISHED
Object Tonga language
The Tonga language is a Bantu language spoken by the Tonga people primarily in Zambia and Zimbabwe, with communities also found in neighboring regions.
 E611848 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 | Statement: [Binga District, hasLanguageCommunity, Tonga language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tonga language
Context triple: [Binga District, hasLanguageCommunity, Tonga language]
  • A. 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.
  • B. Tongan language group
    The Tongan language group is a subgroup of Polynesian languages within the Austronesian family, centered on the Tongan language and closely related varieties spoken in and around Tonga.
  • C. Rarotongan language
    The Rarotongan language is an Eastern Polynesian language spoken primarily on Rarotonga in the Cook Islands and often considered the prestige dialect of Cook Islands Māori.
  • D. Tuvaluan language
    The Tuvaluan language is a Polynesian language spoken primarily in the island nation of Tuvalu, closely related to other languages of the region and central to Tuvaluan cultural identity.
  • E. Niuean language
    The Niuean language is a Polynesian language spoken primarily on the island nation of Niue and by its diaspora, sharing close linguistic ties with other languages of the region.
  • 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
Triple: [Binga District, hasLanguageCommunity, Tonga language]
Generated description
The Tonga language is a Bantu language spoken by the Tonga people primarily in Zambia and Zimbabwe, with communities also found in neighboring regions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tonga language
Target entity description: The Tonga language is a Bantu language spoken by the Tonga people primarily in Zambia and Zimbabwe, with communities also found in neighboring regions.
  • A. 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.
  • B. Tongan language group
    The Tongan language group is a subgroup of Polynesian languages within the Austronesian family, centered on the Tongan language and closely related varieties spoken in and around Tonga.
  • C. Rarotongan language
    The Rarotongan language is an Eastern Polynesian language spoken primarily on Rarotonga in the Cook Islands and often considered the prestige dialect of Cook Islands Māori.
  • D. Tuvaluan language
    The Tuvaluan language is a Polynesian language spoken primarily in the island nation of Tuvalu, closely related to other languages of the region and central to Tuvaluan cultural identity.
  • E. Niuean language
    The Niuean language is a Polynesian language spoken primarily on the island nation of Niue and by its diaspora, sharing close linguistic ties with other languages of the region.
  • 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_69c688151254819080387f87deab8fa7 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6ae5791e881909d0b340aa63c6223 completed March 27, 2026, 4:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69c6f7867e688190aad8cc2b396a64eb completed March 27, 2026, 9:32 p.m.
NEDg Description generation batch_69c6f915f16481908f27ef8c0c1b1b5b completed March 27, 2026, 9:39 p.m.
NED2 Entity disambiguation (via description) batch_69c6f99273cc81909d1d3160e79261a0 completed March 27, 2026, 9:41 p.m.
Created at: March 27, 2026, 1:53 p.m.