Triple

T21417921
Position Surface form Disambiguated ID Type / Status
Subject Tumu E528354 entity
Predicate hasMarket P2714 FINISHED
Object Tumu central market
Tumu central market is the main commercial hub of Tumu in northern Ghana, where local traders and farmers gather to buy and sell goods and produce.
 E1483787 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: Tumu central market | Statement: [Tumu, hasMarket, Tumu central market]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Tumu central market
Context triple: [Tumu, hasMarket, Tumu central market]
  • A. Assomada central market
    Assomada central market is a bustling commercial hub in Assomada, Cape Verde, known for its lively atmosphere and wide variety of local produce, crafts, and everyday goods.
  • B. Yongle Market
    Yongle Market is a traditional marketplace in Tainan, Taiwan, known for its local food stalls, fresh produce, and everyday goods.
  • C. Tejuosho Market
    Tejuosho Market is a major open-air and partly modernized commercial hub in Lagos, Nigeria, known for its dense concentration of stalls selling textiles, household goods, electronics, and everyday consumer items.
  • D. Dantokpa Market
    Dantokpa Market is a vast open-air marketplace in Cotonou, Benin, known as one of West Africa’s largest and busiest commercial hubs.
  • E. Mandilas Market
    Mandilas Market is a bustling commercial hub on Lagos Island in Nigeria, known for its dense concentration of shops and traders dealing in clothing, textiles, and assorted goods.
  • 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: Tumu central market
Triple: [Tumu, hasMarket, Tumu central market]
Generated description
Tumu central market is the main commercial hub of Tumu in northern Ghana, where local traders and farmers gather to buy and sell goods and produce.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Tumu central market
Target entity description: Tumu central market is the main commercial hub of Tumu in northern Ghana, where local traders and farmers gather to buy and sell goods and produce.
  • A. Assomada central market
    Assomada central market is a bustling commercial hub in Assomada, Cape Verde, known for its lively atmosphere and wide variety of local produce, crafts, and everyday goods.
  • B. Yongle Market
    Yongle Market is a traditional marketplace in Tainan, Taiwan, known for its local food stalls, fresh produce, and everyday goods.
  • C. Tejuosho Market
    Tejuosho Market is a major open-air and partly modernized commercial hub in Lagos, Nigeria, known for its dense concentration of stalls selling textiles, household goods, electronics, and everyday consumer items.
  • D. Dantokpa Market
    Dantokpa Market is a vast open-air marketplace in Cotonou, Benin, known as one of West Africa’s largest and busiest commercial hubs.
  • E. Mandilas Market
    Mandilas Market is a bustling commercial hub on Lagos Island in Nigeria, known for its dense concentration of shops and traders dealing in clothing, textiles, and assorted goods.
  • 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_69e0c454c248819093425d1099101c09 completed April 16, 2026, 11:13 a.m.
NER Named-entity recognition batch_69ee62d29f948190b820c92014d1c53a completed April 26, 2026, 7:09 p.m.
NED1 Entity disambiguation (via context triple) batch_6a09c2a06c0c81909da8bb39a78df85e completed May 17, 2026, 1:29 p.m.
NEDg Description generation batch_6a09c33c37e88190b559bbf98e589487 completed May 17, 2026, 1:31 p.m.
NED2 Entity disambiguation (via description) batch_6a09c3c6a208819096b2e4a2c92b3cb0 completed May 17, 2026, 1:33 p.m.
Created at: April 16, 2026, 5:46 p.m.