Triple

T415249
Position Surface form Disambiguated ID Type / Status
Subject Khoisan languages E9577 entity
Predicate hasSubgroup P747 FINISHED
Object 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.
E52562 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: Khoe languages | Statement: [Khoisan languages, hasSubgroup, Khoe languages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Khoe languages
Context triple: [Khoisan languages, hasSubgroup, Khoe languages]
  • 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. Muna–Buton languages
    The Muna–Buton languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi and nearby islands in Indonesia.
  • C. Maban languages
    Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • D. Taman languages
    Taman languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • E. Koman languages
    The Koman languages are a small group of closely related, lesser-known languages spoken primarily along the Ethiopia–South Sudan border and classified within the proposed Nilo-Saharan language family.
  • 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: Khoe languages
Triple: [Khoisan languages, hasSubgroup, Khoe languages]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Khoe languages
Target entity description: 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.
  • 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. Muna–Buton languages
    The Muna–Buton languages are a subgroup of Austronesian languages spoken primarily in southeastern Sulawesi and nearby islands in Indonesia.
  • C. Maban languages
    Maban languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • D. Taman languages
    Taman languages are a small group of closely related Nilo-Saharan languages spoken primarily in eastern Chad and western Sudan.
  • E. Koman languages
    The Koman languages are a small group of closely related, lesser-known languages spoken primarily along the Ethiopia–South Sudan border and classified within the proposed Nilo-Saharan language family.
  • 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_69a41b4ce1648190b1f46ba33d7cf946 completed March 1, 2026, 10:56 a.m.
NEDg Description generation batch_69a41bc18b388190ae97d97656294e7b completed March 1, 2026, 10:58 a.m.
NED2 Entity disambiguation (via description) batch_69a422983e708190904cd891d3996338 completed March 1, 2026, 11:27 a.m.
Created at: Feb. 28, 2026, 1:09 p.m.