Triple

T9352287
Position Surface form Disambiguated ID Type / Status
Subject Ngamo E225046 entity
Predicate spokenBy P2181 FINISHED
Object Ngamo people
The Ngamo people are an ethnic group primarily found in northeastern Nigeria, known for their distinct Chadic language and cultural traditions.
E847829 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: Ngamo people | Statement: [Ngamo, spokenBy, Ngamo people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ngamo people
Context triple: [Ngamo, spokenBy, Ngamo people]
  • A. Nyambo people
    The Nyambo people are an ethnic group of the Lake Victoria region in northwestern Tanzania, closely related culturally and linguistically to neighboring Bantu groups such as the Haya.
  • B. Ngada people
    The Ngada people are an indigenous ethnic group of central Flores in Indonesia, known for their megalithic villages, matrilineal traditions, and distinctive ritual practices.
  • C. Lendu people
    The Lendu people are an agricultural ethnic group of northeastern Democratic Republic of the Congo, known for their distinct language and for their involvement in regional land and resource conflicts, particularly in Ituri.
  • D. Benga people
    The Benga people are a coastal Bantu ethnic group of Central Africa, traditionally living on islands and shores around the Gulf of Guinea, especially in present-day Equatorial Guinea and Gabon.
  • E. Nggela people
    The Nggela people are an indigenous ethnic group of the Solomon Islands, primarily inhabiting the Nggela (Florida) Islands and known for their distinct Austronesian culture and traditions.
  • 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: Ngamo people
Triple: [Ngamo, spokenBy, Ngamo people]
Generated description
The Ngamo people are an ethnic group primarily found in northeastern Nigeria, known for their distinct Chadic language and cultural traditions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ngamo people
Target entity description: The Ngamo people are an ethnic group primarily found in northeastern Nigeria, known for their distinct Chadic language and cultural traditions.
  • A. Nyambo people
    The Nyambo people are an ethnic group of the Lake Victoria region in northwestern Tanzania, closely related culturally and linguistically to neighboring Bantu groups such as the Haya.
  • B. Ngada people
    The Ngada people are an indigenous ethnic group of central Flores in Indonesia, known for their megalithic villages, matrilineal traditions, and distinctive ritual practices.
  • C. Lendu people
    The Lendu people are an agricultural ethnic group of northeastern Democratic Republic of the Congo, known for their distinct language and for their involvement in regional land and resource conflicts, particularly in Ituri.
  • D. Benga people
    The Benga people are a coastal Bantu ethnic group of Central Africa, traditionally living on islands and shores around the Gulf of Guinea, especially in present-day Equatorial Guinea and Gabon.
  • E. Nggela people
    The Nggela people are an indigenous ethnic group of the Solomon Islands, primarily inhabiting the Nggela (Florida) Islands and known for their distinct Austronesian culture and traditions.
  • 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_69ca842abfd48190949d71c3b86eeba8 completed March 30, 2026, 2:09 p.m.
NER Named-entity recognition batch_69cd4f93a9848190ad2ae24f2aa607d2 completed April 1, 2026, 5:02 p.m.
NED1 Entity disambiguation (via context triple) batch_69d32a3c9c6881908757c63a0ccdc54e completed April 6, 2026, 3:36 a.m.
NEDg Description generation batch_69d32b4030d0819092f13e894dbaa2e7 completed April 6, 2026, 3:40 a.m.
NED2 Entity disambiguation (via description) batch_69d32b97b5a081908c6e1a6485e37816 completed April 6, 2026, 3:42 a.m.
Created at: March 30, 2026, 7:41 p.m.