Triple

T8938370
Position Surface form Disambiguated ID Type / Status
Subject Ngazargamu E212833 entity
Predicate culturalSphere P14191 FINISHED
Object Sahelian civilizations
Sahelian civilizations were a series of powerful, trade-based empires and states that flourished along the southern edge of the Sahara in West and Central Africa, known for their urban centers, Islamic scholarship, and trans-Saharan commerce.
E67983 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: Sahelian civilizations | Statement: [Ngazargamu, culturalSphere, Sahelian civilizations]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Sahelian civilizations
Context triple: [Ngazargamu, culturalSphere, Sahelian civilizations]
  • A. Northern Songhay
    Northern Songhay is a subgroup of the Songhay languages spoken in the Sahara, characterized by significant contact influence from Berber and Arabic.
  • B. Mali Empire
    The Mali Empire was a powerful medieval West African state renowned for its wealth, trans-Saharan trade networks, and centers of Islamic learning such as Timbuktu.
  • C. Islamic Nubian polities
    Islamic Nubian polities were the Muslim-ruled successor states in Nubia that emerged after the decline of the region’s medieval Christian kingdoms, reshaping its political and religious landscape.
  • D. Hausa city-states
    The Hausa city-states were a network of powerful, walled urban centers in what is now northern Nigeria and surrounding regions, known for their role as hubs of trans-Saharan trade, Islamic scholarship, and Hausa culture before colonial rule.
  • E. Nubia
    Nubia is a historic region along the Nile in southern Egypt and northern Sudan, renowned for its ancient civilizations, archaeological sites, and monumental temples.
  • 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: Sahelian civilizations
Triple: [Ngazargamu, culturalSphere, Sahelian civilizations]
Generated description
Sahelian civilizations were a series of powerful, trade-based empires and states that flourished along the southern edge of the Sahara in West and Central Africa, known for their urban centers, Islamic scholarship, and trans-Saharan commerce.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Sahelian civilizations
Target entity description: Sahelian civilizations were a series of powerful, trade-based empires and states that flourished along the southern edge of the Sahara in West and Central Africa, known for their urban centers, Islamic scholarship, and trans-Saharan commerce.
  • A. Northern Songhay
    Northern Songhay is a subgroup of the Songhay languages spoken in the Sahara, characterized by significant contact influence from Berber and Arabic.
  • B. Mali Empire chosen
    The Mali Empire was a powerful medieval West African state renowned for its wealth, trans-Saharan trade networks, and centers of Islamic learning such as Timbuktu.
  • C. Islamic Nubian polities
    Islamic Nubian polities were the Muslim-ruled successor states in Nubia that emerged after the decline of the region’s medieval Christian kingdoms, reshaping its political and religious landscape.
  • D. Hausa city-states
    The Hausa city-states were a network of powerful, walled urban centers in what is now northern Nigeria and surrounding regions, known for their role as hubs of trans-Saharan trade, Islamic scholarship, and Hausa culture before colonial rule.
  • E. Nubia
    Nubia is a historic region along the Nile in southern Egypt and northern Sudan, renowned for its ancient civilizations, archaeological sites, and monumental temples.
  • F. None of above.

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_69ca839694c88190b324ffeb43d23b08 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc66b57a348190979effe4f9998eb7 completed April 1, 2026, 12:28 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfc1eb308c81909f5be133c75ad568 completed April 3, 2026, 1:34 p.m.
NEDg Description generation batch_69cfc24b4fe481909b7c4f58b787a21e completed April 3, 2026, 1:36 p.m.
NED2 Entity disambiguation (via description) batch_69cfc33fbedc8190a8f04ec6f43891f0 completed April 3, 2026, 1:40 p.m.
Created at: March 30, 2026, 6:58 p.m.