Triple

T11469116
Position Surface form Disambiguated ID Type / Status
Subject Tuu languages E271854 entity
Predicate memberLanguage P7390 FINISHED
Object Taa language
Taa language is a highly endangered Khoisan language of southern Africa, noted for having one of the world’s largest and most complex consonant and click sound inventories.
 E271854 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: Taa language | Statement: [Tuu languages, memberLanguage, Taa language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Taa language
Context triple: [Tuu languages, memberLanguage, Taa language]
  • A. Tae’ language
    The Tae’ language is an Austronesian language spoken by the Tae’ ethnic group in South Sulawesi, Indonesia.
  • B. Ta-ang language
    The Ta-ang language is a Mon–Khmer language spoken primarily by the Ta-ang (Palaung) ethnic group in parts of Myanmar, China, and neighboring regions.
  • C. Tuu languages
    The Tuu languages are a small group of highly endangered click languages of southern Africa, traditionally spoken by some Khoisan hunter-gatherer communities.
  • D. Tawala language
    Tawala language is an Austronesian language of the Papuan Tip region of Papua New Guinea, spoken primarily in coastal communities of Milne Bay Province.
  • E. Tigak language
    The Tigak language is an Austronesian language spoken by the Tigak people of New Ireland Province in Papua New Guinea.
  • 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: Taa language
Triple: [Tuu languages, memberLanguage, Taa language]
Generated description
Taa language is a highly endangered Khoisan language of southern Africa, noted for having one of the world’s largest and most complex consonant and click sound inventories.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Taa language
Target entity description: Taa language is a highly endangered Khoisan language of southern Africa, noted for having one of the world’s largest and most complex consonant and click sound inventories.
  • A. Tae’ language
    The Tae’ language is an Austronesian language spoken by the Tae’ ethnic group in South Sulawesi, Indonesia.
  • B. Ta-ang language
    The Ta-ang language is a Mon–Khmer language spoken primarily by the Ta-ang (Palaung) ethnic group in parts of Myanmar, China, and neighboring regions.
  • C. Tuu languages chosen
    The Tuu languages are a small group of highly endangered click languages of southern Africa, traditionally spoken by some Khoisan hunter-gatherer communities.
  • D. Tawala language
    Tawala language is an Austronesian language of the Papuan Tip region of Papua New Guinea, spoken primarily in coastal communities of Milne Bay Province.
  • E. Tigak language
    The Tigak language is an Austronesian language spoken by the Tigak people of New Ireland Province in Papua New Guinea.
  • F. None of above.

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_69d6aae0c8d881908a5a360c0be3242e completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d822f74144819094479690c8151073 completed April 9, 2026, 10:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69e5e94ea4748190b375e644b2f1a46c completed April 20, 2026, 8:52 a.m.
NEDg Description generation batch_69e5f15a50b881908d0930021833ae74 completed April 20, 2026, 9:26 a.m.
NED2 Entity disambiguation (via description) batch_69e5f88f16748190826a7fc5d27019d7 completed April 20, 2026, 9:57 a.m.
Created at: April 8, 2026, 9:35 p.m.