Triple

T14071169
Position Surface form Disambiguated ID Type / Status
Subject Achimota School E338609 entity
Predicate hasAlumni P51 FINISHED
Object Ken Ofori-Atta
Ken Ofori-Atta is a Ghanaian investment banker and politician who has served as Ghana’s Minister for Finance, playing a key role in the country’s economic and fiscal policy.
E1081900 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: Ken Ofori-Atta | Statement: [Achimota School, hasAlumni, Ken Ofori-Atta]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ken Ofori-Atta
Context triple: [Achimota School, hasAlumni, Ken Ofori-Atta]
  • A. Kwame Nsiah-Apau
    Kwame Nsiah-Apau, better known by his stage name Okyeame Kwame, is a prominent Ghanaian hiplife musician, songwriter, and entrepreneur.
  • B. Emmanuel Agyemang-Badu
    Emmanuel Agyemang-Badu is a Ghanaian professional footballer best known as a dynamic central midfielder who played for clubs such as Udinese and represented Ghana at multiple Africa Cup of Nations and the FIFA World Cup.
  • C. DeObia Oparei
    DeObia Oparei is a British actor and playwright known for his roles in film and television, including appearances in projects like Game of Thrones and various major studio movies.
  • D. Stanley Adjetey
    Stanley Adjetey is an artist known for being featured in Mary’s work or projects.
  • E. Kwame Anyimadu-Antwi
    Kwame Anyimadu-Antwi is a Ghanaian politician and lawyer who has served as a Member of Parliament representing the New Juaben South constituency.
  • 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: Ken Ofori-Atta
Triple: [Achimota School, hasAlumni, Ken Ofori-Atta]
Generated description
Ken Ofori-Atta is a Ghanaian investment banker and politician who has served as Ghana’s Minister for Finance, playing a key role in the country’s economic and fiscal policy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ken Ofori-Atta
Target entity description: Ken Ofori-Atta is a Ghanaian investment banker and politician who has served as Ghana’s Minister for Finance, playing a key role in the country’s economic and fiscal policy.
  • A. Kwame Nsiah-Apau
    Kwame Nsiah-Apau, better known by his stage name Okyeame Kwame, is a prominent Ghanaian hiplife musician, songwriter, and entrepreneur.
  • B. Emmanuel Agyemang-Badu
    Emmanuel Agyemang-Badu is a Ghanaian professional footballer best known as a dynamic central midfielder who played for clubs such as Udinese and represented Ghana at multiple Africa Cup of Nations and the FIFA World Cup.
  • C. DeObia Oparei
    DeObia Oparei is a British actor and playwright known for his roles in film and television, including appearances in projects like Game of Thrones and various major studio movies.
  • D. Stanley Adjetey
    Stanley Adjetey is an artist known for being featured in Mary’s work or projects.
  • E. Kwame Anyimadu-Antwi
    Kwame Anyimadu-Antwi is a Ghanaian politician and lawyer who has served as a Member of Parliament representing the New Juaben South constituency.
  • 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_69d81c67ba6c819091935650dfb3b895 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de5c5aa828819098ef55a70a0decbc completed April 14, 2026, 3:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69fcdefcc5708190beacccaa978a4abd completed May 7, 2026, 6:50 p.m.
NEDg Description generation batch_69fcdfe73b488190b6642927627cdd1b completed May 7, 2026, 6:54 p.m.
NED2 Entity disambiguation (via description) batch_69fce0f77e108190a2712c51a7b56bfc completed May 7, 2026, 6:59 p.m.
Created at: April 9, 2026, 10:21 p.m.