Triple

T2505263
Position Surface form Disambiguated ID Type / Status
Subject Khoe languages E52562 entity
Predicate includes P1393 FINISHED
Object Naro language
The Naro language is a Khoe (Khoisan) language spoken primarily by the Naro people of Botswana and Namibia, known for its use of click consonants.
E271857 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: Naro language | Statement: [Khoe languages, includes, Naro language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Naro language
Context triple: [Khoe languages, includes, Naro language]
  • A. Naoero language
    The Naoero language is an Austronesian language spoken by the indigenous population of the Pacific island nation of Nauru.
  • B. Nukuoro language
    The Nukuoro language is a Polynesian outlier language spoken on Nukuoro Atoll in the Federated States of Micronesia, known for its small speaker community and unique position within the region’s Oceanic languages.
  • C. Nafe (Nguna) language
    The Nafe (Nguna) language is an Oceanic Austronesian language spoken on Nguna Island and nearby areas in central Vanuatu.
  • D. Semai language
    The Semai language is an Austroasiatic language spoken by the Semai people, an indigenous Orang Asli group in Peninsular Malaysia.
  • E. Kaado language
    The Kaado language is a regional variety within the Songhay language family spoken by communities in parts of West Africa.
  • 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: Naro language
Triple: [Khoe languages, includes, Naro language]
Generated description
The Naro language is a Khoe (Khoisan) language spoken primarily by the Naro people of Botswana and Namibia, known for its use of click consonants.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Naro language
Target entity description: The Naro language is a Khoe (Khoisan) language spoken primarily by the Naro people of Botswana and Namibia, known for its use of click consonants.
  • A. Naoero language
    The Naoero language is an Austronesian language spoken by the indigenous population of the Pacific island nation of Nauru.
  • B. Nukuoro language
    The Nukuoro language is a Polynesian outlier language spoken on Nukuoro Atoll in the Federated States of Micronesia, known for its small speaker community and unique position within the region’s Oceanic languages.
  • C. Nafe (Nguna) language
    The Nafe (Nguna) language is an Oceanic Austronesian language spoken on Nguna Island and nearby areas in central Vanuatu.
  • D. Semai language
    The Semai language is an Austroasiatic language spoken by the Semai people, an indigenous Orang Asli group in Peninsular Malaysia.
  • E. Kaado language
    The Kaado language is a regional variety within the Songhay language family spoken by communities in parts of West Africa.
  • 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.