Triple

T1583812
Position Surface form Disambiguated ID Type / Status
Subject Fipa people E34025 entity
Predicate neighboringGroup P5965 FINISHED
Object Mambwe people
The Mambwe people are a Bantu ethnic group primarily inhabiting northeastern Zambia and parts of Tanzania, known for their agrarian lifestyle, rich oral traditions, and closely related cultural ties with neighboring groups such as the Fipa.
E188809 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: Mambwe people | Statement: [Fipa people, neighboringGroup, Mambwe people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mambwe people
Context triple: [Fipa people, neighboringGroup, Mambwe people]
  • A. Pimbwe people
    The Pimbwe people are an ethnic group of western Tanzania, traditionally living near Lake Rukwa and known for mixed farming, fishing, and distinctive cultural practices.
  • B. Nyamwezi people
    The Nyamwezi people are a major Bantu ethnic group of central Tanzania, historically known as long-distance traders, caravan porters, and influential participants in 19th-century regional commerce and politics.
  • C. Sukuma people
    The Sukuma people are the largest ethnic group in Tanzania, traditionally agro-pastoralists known for their rich dance, music, and cultural heritage centered around the Lake Victoria region.
  • D. Banda people
    The Banda people are a Central African ethnic group primarily inhabiting parts of the Central African Republic, known for their farming, hunting traditions, and distinct Central Sudanic languages.
  • E. Bemba people
    The Bemba people are a major Bantu ethnic group of central and northern Zambia, known for their matrilineal social structure, rich oral traditions, and historical Bemba Kingdom.
  • 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: Mambwe people
Triple: [Fipa people, neighboringGroup, Mambwe people]
Generated description
The Mambwe people are a Bantu ethnic group primarily inhabiting northeastern Zambia and parts of Tanzania, known for their agrarian lifestyle, rich oral traditions, and closely related cultural ties with neighboring groups such as the Fipa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mambwe people
Target entity description: The Mambwe people are a Bantu ethnic group primarily inhabiting northeastern Zambia and parts of Tanzania, known for their agrarian lifestyle, rich oral traditions, and closely related cultural ties with neighboring groups such as the Fipa.
  • A. Pimbwe people
    The Pimbwe people are an ethnic group of western Tanzania, traditionally living near Lake Rukwa and known for mixed farming, fishing, and distinctive cultural practices.
  • B. Nyamwezi people
    The Nyamwezi people are a major Bantu ethnic group of central Tanzania, historically known as long-distance traders, caravan porters, and influential participants in 19th-century regional commerce and politics.
  • C. Sukuma people
    The Sukuma people are the largest ethnic group in Tanzania, traditionally agro-pastoralists known for their rich dance, music, and cultural heritage centered around the Lake Victoria region.
  • D. Banda people
    The Banda people are a Central African ethnic group primarily inhabiting parts of the Central African Republic, known for their farming, hunting traditions, and distinct Central Sudanic languages.
  • E. Bemba people
    The Bemba people are a major Bantu ethnic group of central and northern Zambia, known for their matrilineal social structure, rich oral traditions, and historical Bemba Kingdom.
  • 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_69a885fceb2c8190b47e0f7c0aefbff0 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a908f0e72c8190bb7a2a0c77379060 completed March 5, 2026, 4:39 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad719f91cc8190aaacaa583098732a completed March 8, 2026, 12:54 p.m.
NEDg Description generation batch_69ad72016c3c8190ac3bd11bab59fdf0 completed March 8, 2026, 12:56 p.m.
NED2 Entity disambiguation (via description) batch_69ad7277b5f081908a8af047032aa15a completed March 8, 2026, 12:58 p.m.
Created at: March 4, 2026, 7:27 p.m.