Triple

T408666
Position Surface form Disambiguated ID Type / Status
Subject Ngozi Okonjo-Iweala E9437 entity
Predicate notableWork P4 FINISHED
Object Reforming the Unreformable: Lessons from Nigeria
"Reforming the Unreformable: Lessons from Nigeria" is a policy-focused book by economist and former Nigerian finance minister Ngozi Okonjo-Iweala that chronicles Nigeria’s economic reform efforts and draws broader lessons for governance and development.
E51906 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: Reforming the Unreformable: Lessons from Nigeria | Statement: [Ngozi Okonjo-Iweala, notableWork, Reforming the Unreformable: Lessons from Nigeria]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Reforming the Unreformable: Lessons from Nigeria
Context triple: [Ngozi Okonjo-Iweala, notableWork, Reforming the Unreformable: Lessons from Nigeria]
  • A. Inequality Reexamined
    Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
  • B. National Reform Programmes
    National Reform Programmes are country-specific policy and reform plans prepared by EU member states to implement and report on their economic and structural reform commitments under the Lisbon Strategy.
  • C. The Politics of Prudence
    The Politics of Prudence is a collection of essays by conservative thinker Russell Kirk that articulates and defends the principles of traditionalist conservatism in modern political life.
  • D. New Direction – The Foundation for European Reform
    New Direction – The Foundation for European Reform is a Brussels-based conservative think tank that develops and promotes right-of-center policy ideas and research for European politics.
  • E. Field Notes on Democracy
    Field Notes on Democracy is a collection of political essays by Arundhati Roy that critiques contemporary Indian democracy, nationalism, and state power.
  • 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: Reforming the Unreformable: Lessons from Nigeria
Triple: [Ngozi Okonjo-Iweala, notableWork, Reforming the Unreformable: Lessons from Nigeria]
Generated description
"Reforming the Unreformable: Lessons from Nigeria" is a policy-focused book by economist and former Nigerian finance minister Ngozi Okonjo-Iweala that chronicles Nigeria’s economic reform efforts and draws broader lessons for governance and development.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Reforming the Unreformable: Lessons from Nigeria
Target entity description: "Reforming the Unreformable: Lessons from Nigeria" is a policy-focused book by economist and former Nigerian finance minister Ngozi Okonjo-Iweala that chronicles Nigeria’s economic reform efforts and draws broader lessons for governance and development.
  • A. Inequality Reexamined
    Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
  • B. National Reform Programmes
    National Reform Programmes are country-specific policy and reform plans prepared by EU member states to implement and report on their economic and structural reform commitments under the Lisbon Strategy.
  • C. The Politics of Prudence
    The Politics of Prudence is a collection of essays by conservative thinker Russell Kirk that articulates and defends the principles of traditionalist conservatism in modern political life.
  • D. New Direction – The Foundation for European Reform
    New Direction – The Foundation for European Reform is a Brussels-based conservative think tank that develops and promotes right-of-center policy ideas and research for European politics.
  • E. Field Notes on Democracy
    Field Notes on Democracy is a collection of political essays by Arundhati Roy that critiques contemporary Indian democracy, nationalism, and state power.
  • 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_69a2e80111fc8190961d5b7c6154123f completed Feb. 28, 2026, 1:05 p.m.
NER Named-entity recognition batch_69a2ecbf0650819080753815ca280eec completed Feb. 28, 2026, 1:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69a41777d794819099a07555ad2defe2 completed March 1, 2026, 10:39 a.m.
NEDg Description generation batch_69a418da55088190935babe9abae5ac4 completed March 1, 2026, 10:45 a.m.
NED2 Entity disambiguation (via description) batch_69a4196334948190a1f6004b1a292550 completed March 1, 2026, 10:48 a.m.
Created at: Feb. 28, 2026, 1:08 p.m.