Triple

T2505212
Position Surface form Disambiguated ID Type / Status
Subject Khoisan peoples E52561 entity
Predicate languageFamily P1047 FINISHED
Object Kxʼa languages
Kxʼa languages are a small family of southern African click languages spoken by certain Khoisan groups, notable for their complex phonologies and use of multiple click consonants.
E271855 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: Kxʼa languages | Statement: [Khoisan peoples, languageFamily, Kxʼa languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kxʼa languages
Context triple: [Khoisan peoples, languageFamily, Kxʼa languages]
  • A. Mazatec languages
    The Mazatec languages are a group of closely related indigenous Otomanguean languages spoken primarily by the Mazatec people in the northern region of Oaxaca, Mexico.
  • B. Maricopa language
    Maricopa language is a Native American Yuman language traditionally spoken by the Maricopa people of the lower Colorado River region in the southwestern United States.
  • C. Khoe languages
    Khoe languages are a branch of southern African languages spoken mainly by Khoe peoples, known for their use of click consonants and distinct grammatical structures.
  • D. Chinantecan languages
    The Chinantecan languages are a group of closely related indigenous Mesoamerican languages spoken primarily in northern Oaxaca, Mexico, known for their complex tonal systems and rich linguistic diversity.
  • E. Chicham languages
    The Chicham languages are a small family of closely related indigenous languages spoken by various Jivaroan peoples of the Amazonian regions of Ecuador and Peru.
  • 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: Kxʼa languages
Triple: [Khoisan peoples, languageFamily, Kxʼa languages]
Generated description
Kxʼa languages are a small family of southern African click languages spoken by certain Khoisan groups, notable for their complex phonologies and use of multiple click consonants.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kxʼa languages
Target entity description: Kxʼa languages are a small family of southern African click languages spoken by certain Khoisan groups, notable for their complex phonologies and use of multiple click consonants.
  • A. Mazatec languages
    The Mazatec languages are a group of closely related indigenous Otomanguean languages spoken primarily by the Mazatec people in the northern region of Oaxaca, Mexico.
  • B. Maricopa language
    Maricopa language is a Native American Yuman language traditionally spoken by the Maricopa people of the lower Colorado River region in the southwestern United States.
  • C. Khoe languages
    Khoe languages are a branch of southern African languages spoken mainly by Khoe peoples, known for their use of click consonants and distinct grammatical structures.
  • D. Chinantecan languages
    The Chinantecan languages are a group of closely related indigenous Mesoamerican languages spoken primarily in northern Oaxaca, Mexico, known for their complex tonal systems and rich linguistic diversity.
  • E. Chicham languages
    The Chicham languages are a small family of closely related indigenous languages spoken by various Jivaroan peoples of the Amazonian regions of Ecuador and Peru.
  • 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_69ab4957b3a88190adf968ae0c1b931c completed March 6, 2026, 9:38 p.m.
NER Named-entity recognition batch_69abd1cec9f48190848b6129aa394ce4 completed March 7, 2026, 7:20 a.m.
NED1 Entity disambiguation (via context triple) batch_69af1fa57aa4819096578a5538973ec4 completed March 9, 2026, 7:29 p.m.
NEDg Description generation batch_69af203f7ca08190ba781891bd879192 completed March 9, 2026, 7:32 p.m.
NED2 Entity disambiguation (via description) batch_69af20cd13a88190a35bc1b74ad088ef completed March 9, 2026, 7:34 p.m.
Created at: March 6, 2026, 9:46 p.m.