Triple

T1583809
Position Surface form Disambiguated ID Type / Status
Subject Fipa people E34025 entity
Predicate neighboringGroup P5965 FINISHED
Object 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.
E184650 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: Bemba people | Statement: [Fipa people, neighboringGroup, Bemba people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bemba people
Context triple: [Fipa people, neighboringGroup, Bemba people]
  • A. 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.
  • B. Bembe people
    The Bembe people are a Bantu ethnic group of Central and East Africa, traditionally inhabiting areas around Lake Tanganyika and known for farming, fishing, and rich musical and ritual traditions.
  • 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. Lio people
    The Lio people are an indigenous ethnic group of central Flores in Indonesia, known for their distinct Austronesian language, traditional agriculture, and rich ritual and weaving traditions.
  • E. Tsonga people
    The Tsonga people are a Bantu ethnic group of southern Africa, primarily found in Mozambique, South Africa, Zimbabwe, and Eswatini, known for their rich musical traditions, distinctive dance, and vibrant cultural heritage.
  • 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: Bemba people
Triple: [Fipa people, neighboringGroup, Bemba people]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bemba people
Target entity description: 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.
  • A. 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.
  • B. Bembe people
    The Bembe people are a Bantu ethnic group of Central and East Africa, traditionally inhabiting areas around Lake Tanganyika and known for farming, fishing, and rich musical and ritual traditions.
  • 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. Lio people
    The Lio people are an indigenous ethnic group of central Flores in Indonesia, known for their distinct Austronesian language, traditional agriculture, and rich ritual and weaving traditions.
  • E. Tsonga people
    The Tsonga people are a Bantu ethnic group of southern Africa, primarily found in Mozambique, South Africa, Zimbabwe, and Eswatini, known for their rich musical traditions, distinctive dance, and vibrant cultural heritage.
  • 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_69ad58bec288819082326e9e17ed289d completed March 8, 2026, 11:08 a.m.
NEDg Description generation batch_69ad5a92f9248190861bdcad8d29560d completed March 8, 2026, 11:16 a.m.
NED2 Entity disambiguation (via description) batch_69ad5af8d2c48190b698ecc33965dd8b completed March 8, 2026, 11:18 a.m.
Created at: March 4, 2026, 7:27 p.m.