Triple

T3297092
Position Surface form Disambiguated ID Type / Status
Subject Bamako E69241 entity
Predicate hasEthnicGroup P1898 FINISHED
Object Bambara people
The Bambara people are a major Mande ethnic group of West Africa, primarily in Mali, known for their rich agricultural traditions, distinctive language, and influential cultural and artistic heritage.
E364373 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: Bambara people | Statement: [Bamako, hasEthnicGroup, Bambara people]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bambara people
Context triple: [Bamako, hasEthnicGroup, Bambara people]
  • A. Songhai people
    The Songhai people are a major West African ethnic group historically centered along the Niger River, renowned for founding the powerful Songhai Empire with its capitals at Gao and Timbuktu.
  • B. Fulani
    The Fulani are a large, traditionally pastoralist West African ethnic group spread across many countries, known for their nomadic cattle-herding culture, Islamic scholarship, and significant historical role in regional empires and trade.
  • C. Soninke people
    The Soninke people are a West African ethnic group historically known as founders of the ancient Ghana Empire and as influential traders and farmers across present-day Mali, Mauritania, Senegal, and neighboring countries.
  • D. Mandinka people
    The Mandinka people are a major Mande-speaking ethnic group of West Africa known for their rich oral traditions, Islamic scholarship, and historical role in the Mali Empire.
  • E. Dioula
    Dioula is a Mande language of West Africa, widely used as a trade and lingua franca language in countries like Burkina Faso, Côte d’Ivoire, and Mali.
  • 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: Bambara people
Triple: [Bamako, hasEthnicGroup, Bambara people]
Generated description
The Bambara people are a major Mande ethnic group of West Africa, primarily in Mali, known for their rich agricultural traditions, distinctive language, and influential cultural and artistic heritage.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bambara people
Target entity description: The Bambara people are a major Mande ethnic group of West Africa, primarily in Mali, known for their rich agricultural traditions, distinctive language, and influential cultural and artistic heritage.
  • A. Songhai people
    The Songhai people are a major West African ethnic group historically centered along the Niger River, renowned for founding the powerful Songhai Empire with its capitals at Gao and Timbuktu.
  • B. Fulani
    The Fulani are a large, traditionally pastoralist West African ethnic group spread across many countries, known for their nomadic cattle-herding culture, Islamic scholarship, and significant historical role in regional empires and trade.
  • C. Soninke people
    The Soninke people are a West African ethnic group historically known as founders of the ancient Ghana Empire and as influential traders and farmers across present-day Mali, Mauritania, Senegal, and neighboring countries.
  • D. Mandinka people
    The Mandinka people are a major Mande-speaking ethnic group of West Africa known for their rich oral traditions, Islamic scholarship, and historical role in the Mali Empire.
  • E. Dioula
    Dioula is a Mande language of West Africa, widely used as a trade and lingua franca language in countries like Burkina Faso, Côte d’Ivoire, and Mali.
  • 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_69ad859e529c8190a404273f53cb487d completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb078f3dc8190afb624f62894e48f completed March 8, 2026, 5:23 p.m.
NED1 Entity disambiguation (via context triple) batch_69b37e4d4d948190b74116d1d21dc519 completed March 13, 2026, 3:02 a.m.
NEDg Description generation batch_69b37f232b8881908f7b4df89399d1d8 completed March 13, 2026, 3:06 a.m.
NED2 Entity disambiguation (via description) batch_69b37f8fea9481909eb82a06e6c71e98 completed March 13, 2026, 3:08 a.m.
Created at: March 8, 2026, 3:10 p.m.