Triple

T5429203
Position Surface form Disambiguated ID Type / Status
Subject Northeast Coast Bantu languages E121440 entity
Predicate hasMember P10 FINISHED
Object Nngu language
Nngu is a Bantu language spoken on the northeast coast of Africa, belonging to the Northeast Coast Bantu subgroup.
E518659 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: Nngu language | Statement: [Northeast Coast Bantu languages, hasMember, Nngu language]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nngu language
Context triple: [Northeast Coast Bantu languages, hasMember, Nngu language]
  • A. Nafe (Nguna) language
    The Nafe (Nguna) language is an Oceanic Austronesian language spoken on Nguna Island and nearby areas in central Vanuatu.
  • B. Nanggu language
    The Nanggu language is an Oceanic language spoken in the Temotu Province of the Solomon Islands, known for its role in the highly diverse Temotu linguistic subgroup.
  • C. Nggela language
    Nggela language is an Oceanic language spoken in the Solomon Islands, particularly associated with the Gela (Nggela) Islands in Central Province.
  • D. Blablanga language
    The Blablanga language is an Oceanic language spoken in the Solomon Islands, belonging to the Northwest Solomonic subgroup of the Austronesian language family.
  • E. Sango language
    Sango is a Central African lingua franca and national language of the Central African Republic, originating as a Ngbandi-based trade language and now used widely in government, education, and daily communication.
  • 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: Nngu language
Triple: [Northeast Coast Bantu languages, hasMember, Nngu language]
Generated description
Nngu is a Bantu language spoken on the northeast coast of Africa, belonging to the Northeast Coast Bantu subgroup.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nngu language
Target entity description: Nngu is a Bantu language spoken on the northeast coast of Africa, belonging to the Northeast Coast Bantu subgroup.
  • A. Nafe (Nguna) language
    The Nafe (Nguna) language is an Oceanic Austronesian language spoken on Nguna Island and nearby areas in central Vanuatu.
  • B. Nanggu language
    The Nanggu language is an Oceanic language spoken in the Temotu Province of the Solomon Islands, known for its role in the highly diverse Temotu linguistic subgroup.
  • C. Nggela language
    Nggela language is an Oceanic language spoken in the Solomon Islands, particularly associated with the Gela (Nggela) Islands in Central Province.
  • D. Blablanga language
    The Blablanga language is an Oceanic language spoken in the Solomon Islands, belonging to the Northwest Solomonic subgroup of the Austronesian language family.
  • E. Sango language
    Sango is a Central African lingua franca and national language of the Central African Republic, originating as a Ngbandi-based trade language and now used widely in government, education, and daily communication.
  • 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_69bd463c65f0819082ee6483ab4b466a completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd883d1bfc8190859bb05cfab065c8 completed March 20, 2026, 5:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf3ac2e1e88190a624ba277eca3d03 completed March 22, 2026, 12:41 a.m.
NEDg Description generation batch_69bf3b592a08819090e2873bcf4e797f completed March 22, 2026, 12:44 a.m.
NED2 Entity disambiguation (via description) batch_69bf3c0b9e5481909101eccbd55f24b2 completed March 22, 2026, 12:47 a.m.
Created at: March 20, 2026, 2:06 p.m.