Triple

T22951371
Position Surface form Disambiguated ID Type / Status
Subject Botatwe languages E570026 entity
Predicate hasMemberLanguage P7390 FINISHED
Object Toka-Leya language
The Toka-Leya language is a Bantu language spoken by the Toka and Leya peoples primarily in southern Zambia and parts of Zimbabwe, known for its role in the cultural life around the Victoria Falls region.
E1565586 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: Toka-Leya language | Statement: [Botatwe languages, hasMemberLanguage, Toka-Leya language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Toka-Leya language
Context triple: [Botatwe languages, hasMemberLanguage, Toka-Leya language]
  • A. Thaua language
    The Thaua language is an Indigenous Australian Aboriginal language traditionally spoken by the Thaua (a group of the Yuin people) of the south coast of New South Wales.
  • B. Ahirani language
    Ahirani language is an Indo-Aryan language spoken primarily in the Khandesh region of Maharashtra, India, known for its close relation to Marathi and distinct regional dialectal features.
  • C. Lo-Toga language
    The Lo-Toga language is an Oceanic language spoken on the Torres Islands of northern Vanuatu, closely related to the neighboring Hiw language and known for its highly conservative phonology and grammar.
  • D. Kaera language
    The Kaera language is a Papuan language spoken by a small community on Pantar Island in eastern Indonesia.
  • E. Baelelea language
    The Baelelea language is an Oceanic language spoken by the Baelelea people of Malaita in the Solomon Islands.
  • 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: Toka-Leya language
Triple: [Botatwe languages, hasMemberLanguage, Toka-Leya language]
Generated description
The Toka-Leya language is a Bantu language spoken by the Toka and Leya peoples primarily in southern Zambia and parts of Zimbabwe, known for its role in the cultural life around the Victoria Falls region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Toka-Leya language
Target entity description: The Toka-Leya language is a Bantu language spoken by the Toka and Leya peoples primarily in southern Zambia and parts of Zimbabwe, known for its role in the cultural life around the Victoria Falls region.
  • A. Thaua language
    The Thaua language is an Indigenous Australian Aboriginal language traditionally spoken by the Thaua (a group of the Yuin people) of the south coast of New South Wales.
  • B. Ahirani language
    Ahirani language is an Indo-Aryan language spoken primarily in the Khandesh region of Maharashtra, India, known for its close relation to Marathi and distinct regional dialectal features.
  • C. Lo-Toga language
    The Lo-Toga language is an Oceanic language spoken on the Torres Islands of northern Vanuatu, closely related to the neighboring Hiw language and known for its highly conservative phonology and grammar.
  • D. Kaera language
    The Kaera language is a Papuan language spoken by a small community on Pantar Island in eastern Indonesia.
  • E. Baelelea language
    The Baelelea language is an Oceanic language spoken by the Baelelea people of Malaita in the Solomon Islands.
  • 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_69e2459199d08190a8184ee2aa935842 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f181a285448190a718734fe933d51a completed April 29, 2026, 3:57 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0bd3694d0081909dad3abf94108c62 completed May 19, 2026, 3:05 a.m.
NEDg Description generation batch_6a0bd50e7b688190a419424a79612876 completed May 19, 2026, 3:12 a.m.
NED2 Entity disambiguation (via description) batch_6a0bd7932f9481909d977a857f2f1e63 completed May 19, 2026, 3:22 a.m.
Created at: April 17, 2026, 3:46 p.m.