Triple

T20052102
Position Surface form Disambiguated ID Type / Status
Subject Hubert Ingraham E499226 entity
Predicate notableWork P4 FINISHED
Object Economic and public sector reforms in the Bahamas during the 1990s
Economic and public sector reforms in the Bahamas during the 1990s were a series of modernization, liberalization, and governance-improvement measures that reshaped the country’s economy and state institutions under Prime Minister Hubert Ingraham.
E1408843 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: Economic and public sector reforms in the Bahamas during the 1990s | Statement: [Hubert Ingraham, notableWork, Economic and public sector reforms in the Bahamas during the 1990s]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Economic and public sector reforms in the Bahamas during the 1990s
Context triple: [Hubert Ingraham, notableWork, Economic and public sector reforms in the Bahamas during the 1990s]
  • A. New Zealand public sector reforms of the 1980s
    The New Zealand public sector reforms of the 1980s were a sweeping program of neoliberal restructuring that transformed government departments into commercially oriented entities, introduced market mechanisms into public services, and significantly reduced the role of the state in the economy.
  • B. India’s Economic Reforms, 1991–2001
    "India’s Economic Reforms, 1991–2001" is a scholarly analysis of the liberalization and structural reforms that transformed India’s economy in the 1990s, examining their origins, implementation, and impact on growth and development.
  • C. New Economic Policy of Malaysia
    The New Economic Policy of Malaysia was a major socio-economic restructuring program introduced in 1971 to reduce poverty and address ethnic economic imbalances, particularly between the Malay majority and other groups.
  • D. Chilean economic liberalization
    Chilean economic liberalization refers to the sweeping free-market reforms implemented mainly under Augusto Pinochet’s regime, which drastically reduced state intervention, opened the economy to global markets, and reshaped Chile’s social and economic structure.
  • E. Public Service Commission model in Commonwealth Caribbean
    The Public Service Commission model in the Commonwealth Caribbean is a constitutional framework used across many Caribbean states to ensure an independent, merit-based, and politically neutral system for appointing, disciplining, and managing public servants.
  • 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: Economic and public sector reforms in the Bahamas during the 1990s
Triple: [Hubert Ingraham, notableWork, Economic and public sector reforms in the Bahamas during the 1990s]
Generated description
Economic and public sector reforms in the Bahamas during the 1990s were a series of modernization, liberalization, and governance-improvement measures that reshaped the country’s economy and state institutions under Prime Minister Hubert Ingraham.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Economic and public sector reforms in the Bahamas during the 1990s
Target entity description: Economic and public sector reforms in the Bahamas during the 1990s were a series of modernization, liberalization, and governance-improvement measures that reshaped the country’s economy and state institutions under Prime Minister Hubert Ingraham.
  • A. New Zealand public sector reforms of the 1980s
    The New Zealand public sector reforms of the 1980s were a sweeping program of neoliberal restructuring that transformed government departments into commercially oriented entities, introduced market mechanisms into public services, and significantly reduced the role of the state in the economy.
  • B. India’s Economic Reforms, 1991–2001
    "India’s Economic Reforms, 1991–2001" is a scholarly analysis of the liberalization and structural reforms that transformed India’s economy in the 1990s, examining their origins, implementation, and impact on growth and development.
  • C. New Economic Policy of Malaysia
    The New Economic Policy of Malaysia was a major socio-economic restructuring program introduced in 1971 to reduce poverty and address ethnic economic imbalances, particularly between the Malay majority and other groups.
  • D. Chilean economic liberalization
    Chilean economic liberalization refers to the sweeping free-market reforms implemented mainly under Augusto Pinochet’s regime, which drastically reduced state intervention, opened the economy to global markets, and reshaped Chile’s social and economic structure.
  • E. Public Service Commission model in Commonwealth Caribbean
    The Public Service Commission model in the Commonwealth Caribbean is a constitutional framework used across many Caribbean states to ensure an independent, merit-based, and politically neutral system for appointing, disciplining, and managing public servants.
  • 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_69da6276bcf48190aabbf279192a5fb4 completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e6632ee4d48190b9de3a1efa064492 completed April 20, 2026, 5:32 p.m.
NED1 Entity disambiguation (via context triple) batch_6a08160a013c81908ef326ebb9140803 completed May 16, 2026, 7 a.m.
NEDg Description generation batch_6a0816d3c71081909138d3144a108266 completed May 16, 2026, 7:03 a.m.
NED2 Entity disambiguation (via description) batch_6a081798cb48819084ab456f79b68eb9 completed May 16, 2026, 7:07 a.m.
Created at: April 11, 2026, 3:38 p.m.