Triple

T22143998
Position Surface form Disambiguated ID Type / Status
Subject !Kung people E547237 entity
Predicate speaks P741 FINISHED
Object Juǀʼhoan language
The Juǀʼhoan language is a Kxʼa family click language of the Kalahari region, traditionally spoken by the Juǀʼhoansi (a subgroup of the ǃKung San people) of Namibia and Botswana.
 E1522018 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: Juǀʼhoan language | Statement: [!Kung people, speaks, Juǀʼhoan language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Juǀʼhoan language
Context triple: [!Kung people, speaks, Juǀʼhoan language]
  • A. Yavapai language
    The Yavapai language is an indigenous Native American language traditionally spoken by the Yavapai people of central and western Arizona.
  • B. Cocopah language
    The Cocopah language is a Yuman language traditionally spoken by the Cocopah people of the lower Colorado River region in the southwestern United States and northwestern Mexico.
  • C. Kakwa language
    The Kakwa language is a Nilo-Saharan language spoken primarily by the Kakwa people in parts of South Sudan, Uganda, and the Democratic Republic of the Congo.
  • D. Jicarilla language
    Jicarilla language is an Athabaskan (Apachean) Native American language traditionally spoken by the Jicarilla Apache people of northern New Mexico.
  • E. Chiricahua language
    The Chiricahua language is an Athabaskan language traditionally spoken by the Chiricahua Apache people of the southwestern United States and northern Mexico.
  • 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: Juǀʼhoan language
Triple: [!Kung people, speaks, Juǀʼhoan language]
Generated description
The Juǀʼhoan language is a Kxʼa family click language of the Kalahari region, traditionally spoken by the Juǀʼhoansi (a subgroup of the ǃKung San people) of Namibia and Botswana.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Juǀʼhoan language
Target entity description: The Juǀʼhoan language is a Kxʼa family click language of the Kalahari region, traditionally spoken by the Juǀʼhoansi (a subgroup of the ǃKung San people) of Namibia and Botswana.
  • A. Yavapai language
    The Yavapai language is an indigenous Native American language traditionally spoken by the Yavapai people of central and western Arizona.
  • B. Cocopah language
    The Cocopah language is a Yuman language traditionally spoken by the Cocopah people of the lower Colorado River region in the southwestern United States and northwestern Mexico.
  • C. Kakwa language
    The Kakwa language is a Nilo-Saharan language spoken primarily by the Kakwa people in parts of South Sudan, Uganda, and the Democratic Republic of the Congo.
  • D. Jicarilla language
    Jicarilla language is an Athabaskan (Apachean) Native American language traditionally spoken by the Jicarilla Apache people of northern New Mexico.
  • E. Chiricahua language
    The Chiricahua language is an Athabaskan language traditionally spoken by the Chiricahua Apache people of the southwestern United States and northern Mexico.
  • 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_69e11e3a95d88190a3bd80d9471976c3 completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f129c045448190b3d189cdb8c0d2fd completed April 28, 2026, 9:42 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a96fe404481908a6b27dcf1406dfb completed May 18, 2026, 4:35 a.m.
NEDg Description generation batch_6a0a97e509a88190a7f316cf340d010a completed May 18, 2026, 4:39 a.m.
NED2 Entity disambiguation (via description) batch_6a0a987daa208190bab5b7adec1913e8 completed May 18, 2026, 4:41 a.m.
Created at: April 16, 2026, 8:32 p.m.