Triple

T415253
Position Surface form Disambiguated ID Type / Status
Subject Khoisan languages E9577 entity
Predicate hasSubgroup P747 FINISHED
Object Hadza language
The Hadza language is an isolate spoken by the Hadza people of northern Tanzania, notable for its extensive use of click consonants and lack of clear genetic affiliation to other language families.
E52662 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: Hadza language | Statement: [Khoisan languages, hasSubgroup, Hadza language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hadza language
Context triple: [Khoisan languages, hasSubgroup, Hadza language]
  • A. Batanic languages
    Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
  • B. Kamviri language
    The Kamviri language is a Nuristani language spoken primarily by the Kam people in parts of eastern Afghanistan and neighboring regions of Pakistan.
  • C. Yola language
    The Yola language was an extinct West Germanic language once spoken in County Wexford, Ireland, that preserved many archaic features derived from early English settlers.
  • D. Zenati languages
    The Zenati languages are a branch of the Berber language family spoken primarily in North Africa, especially across parts of Algeria, Morocco, and Tunisia.
  • E. Taman languages
    Taman languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • 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: Hadza language
Triple: [Khoisan languages, hasSubgroup, Hadza language]
Generated description
The Hadza language is an isolate spoken by the Hadza people of northern Tanzania, notable for its extensive use of click consonants and lack of clear genetic affiliation to other language families.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hadza language
Target entity description: The Hadza language is an isolate spoken by the Hadza people of northern Tanzania, notable for its extensive use of click consonants and lack of clear genetic affiliation to other language families.
  • A. Batanic languages
    Batanic languages are a small subgroup of Austronesian languages spoken primarily in the Batanes Islands of the northern Philippines and parts of Taiwan, known for their unique phonological and lexical features.
  • B. Kamviri language
    The Kamviri language is a Nuristani language spoken primarily by the Kam people in parts of eastern Afghanistan and neighboring regions of Pakistan.
  • C. Yola language
    The Yola language was an extinct West Germanic language once spoken in County Wexford, Ireland, that preserved many archaic features derived from early English settlers.
  • D. Zenati languages
    The Zenati languages are a branch of the Berber language family spoken primarily in North Africa, especially across parts of Algeria, Morocco, and Tunisia.
  • E. Taman languages
    Taman languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • 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_69a2e80111fc8190961d5b7c6154123f completed Feb. 28, 2026, 1:05 p.m.
NER Named-entity recognition batch_69a2ee8d835881908403ea23901e52b3 completed Feb. 28, 2026, 1:33 p.m.
NED1 Entity disambiguation (via context triple) batch_69a423a2ddb08190bdee170f843c2a19 completed March 1, 2026, 11:31 a.m.
NEDg Description generation batch_69a423d8d3ac81909b1d6bef8632a445 completed March 1, 2026, 11:32 a.m.
NED2 Entity disambiguation (via description) batch_69a42438d2288190b0b9ea0d24b39460 completed March 1, 2026, 11:34 a.m.
Created at: Feb. 28, 2026, 1:09 p.m.