Triple

T11156552
Position Surface form Disambiguated ID Type / Status
Subject Hlubi people E263925 entity
Predicate speak P741 FINISHED
Object Hlubi language
The Hlubi language is a Bantu language of southern Africa spoken primarily by the Hlubi people, closely related to other Nguni languages such as Zulu and Xhosa.
 E909092 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: Hlubi language | Statement: [Hlubi people, speak, Hlubi language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Hlubi language
Context triple: [Hlubi people, speak, Hlubi language]
  • A. Haliti language
    The Haliti language, also known as Paresí, is an Arawakan indigenous language spoken by the Paresí (Haliti) people of Brazil’s Mato Grosso region.
  • B. Hobyot language
    Hobyot is a critically endangered Modern South Arabian language spoken by small communities in eastern Yemen and western Oman.
  • C. Blablanga language
    The Blablanga language is an Oceanic language spoken in the Solomon Islands, belonging to the Northwest Solomonic subgroup of the Austronesian language family.
  • D. Hoanya language
    The Hoanya language is an extinct Austronesian language once spoken by the Hoanya people of western Taiwan and classified among the indigenous Formosan languages.
  • E. Lamaholot language
    The Lamaholot language is an Austronesian language spoken primarily in eastern Flores and nearby islands in Indonesia, known for its numerous dialects and complex verbal morphology.
  • 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: Hlubi language
Triple: [Hlubi people, speak, Hlubi language]
Generated description
The Hlubi language is a Bantu language of southern Africa spoken primarily by the Hlubi people, closely related to other Nguni languages such as Zulu and Xhosa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Hlubi language
Target entity description: The Hlubi language is a Bantu language of southern Africa spoken primarily by the Hlubi people, closely related to other Nguni languages such as Zulu and Xhosa.
  • A. Haliti language
    The Haliti language, also known as Paresí, is an Arawakan indigenous language spoken by the Paresí (Haliti) people of Brazil’s Mato Grosso region.
  • B. Hobyot language
    Hobyot is a critically endangered Modern South Arabian language spoken by small communities in eastern Yemen and western Oman.
  • C. Blablanga language
    The Blablanga language is an Oceanic language spoken in the Solomon Islands, belonging to the Northwest Solomonic subgroup of the Austronesian language family.
  • D. Hoanya language
    The Hoanya language is an extinct Austronesian language once spoken by the Hoanya people of western Taiwan and classified among the indigenous Formosan languages.
  • E. Lamaholot language
    The Lamaholot language is an Austronesian language spoken primarily in eastern Flores and nearby islands in Indonesia, known for its numerous dialects and complex verbal morphology.
  • 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_69d6aa9ccddc8190868998c8b7beb060 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e8741cd48190b7cc29c6b6bc54ff completed April 9, 2026, 5:57 p.m.
NED1 Entity disambiguation (via context triple) batch_69e46352e0688190924f15bc7d7ede90 completed April 19, 2026, 5:08 a.m.
NEDg Description generation batch_69e46c374ca08190a876ee68dea9b821 completed April 19, 2026, 5:46 a.m.
NED2 Entity disambiguation (via description) batch_69e4747bc02c81908f0782cf85667f3f completed April 19, 2026, 6:21 a.m.
Created at: April 8, 2026, 9:28 p.m.