Triple

T14730973
Position Surface form Disambiguated ID Type / Status
Subject James K. Boyce E346071 entity
Predicate notableWork P4 FINISHED
Object The Philippines: The Political Economy of Growth and Impoverishment in the Marcos Era
*The Philippines: The Political Economy of Growth and Impoverishment in the Marcos Era* is a scholarly analysis by economist James K. Boyce that examines how political and economic structures under Ferdinand Marcos shaped both rapid growth and deepening poverty in the Philippines.
E1117855 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: The Philippines: The Political Economy of Growth and Impoverishment in the Marcos Era | Statement: [James K. Boyce, notableWork, The Philippines: The Political Economy of Growth and Impoverishment in the Marcos Era]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Philippines: The Political Economy of Growth and Impoverishment in the Marcos Era
Context triple: [James K. Boyce, notableWork, The Philippines: The Political Economy of Growth and Impoverishment in the Marcos Era]
  • A. Notes on the New Society of the Philippines
    Notes on the New Society of the Philippines is a political and ideological work by Ferdinand Marcos outlining his vision, justifications, and policies for the authoritarian "New Society" established under his regime in the Philippines.
  • B. Waltzing with a Dictator: The Marcoses and the Making of American Policy
    "Waltzing with a Dictator: The Marcoses and the Making of American Policy" is a nonfiction book that critically examines the close relationship between the United States government and Philippine dictator Ferdinand Marcos during his rule.
  • C. The Political Economy of Underdevelopment
    The Political Economy of Underdevelopment is a seminal work of Marxist-inspired development economics that analyzes the historical and structural causes of persistent poverty and economic dependency in the Global South.
  • D. Philippine Society and Revolution
    Philippine Society and Revolution is a seminal Marxist-Leninist-Maoist analysis of Philippine history and society that became the foundational ideological text of the Communist Party of the Philippines.
  • E. An Anarchy of Families: State and Family in the Philippines
    An Anarchy of Families: State and Family in the Philippines is a scholarly work examining how powerful political families and patronage networks have shaped the Philippine state and its institutions.
  • 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: The Philippines: The Political Economy of Growth and Impoverishment in the Marcos Era
Triple: [James K. Boyce, notableWork, The Philippines: The Political Economy of Growth and Impoverishment in the Marcos Era]
Generated description
*The Philippines: The Political Economy of Growth and Impoverishment in the Marcos Era* is a scholarly analysis by economist James K. Boyce that examines how political and economic structures under Ferdinand Marcos shaped both rapid growth and deepening poverty in the Philippines.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Philippines: The Political Economy of Growth and Impoverishment in the Marcos Era
Target entity description: *The Philippines: The Political Economy of Growth and Impoverishment in the Marcos Era* is a scholarly analysis by economist James K. Boyce that examines how political and economic structures under Ferdinand Marcos shaped both rapid growth and deepening poverty in the Philippines.
  • A. Notes on the New Society of the Philippines
    Notes on the New Society of the Philippines is a political and ideological work by Ferdinand Marcos outlining his vision, justifications, and policies for the authoritarian "New Society" established under his regime in the Philippines.
  • B. Waltzing with a Dictator: The Marcoses and the Making of American Policy
    "Waltzing with a Dictator: The Marcoses and the Making of American Policy" is a nonfiction book that critically examines the close relationship between the United States government and Philippine dictator Ferdinand Marcos during his rule.
  • C. The Political Economy of Underdevelopment
    The Political Economy of Underdevelopment is a seminal work of Marxist-inspired development economics that analyzes the historical and structural causes of persistent poverty and economic dependency in the Global South.
  • D. Philippine Society and Revolution
    Philippine Society and Revolution is a seminal Marxist-Leninist-Maoist analysis of Philippine history and society that became the foundational ideological text of the Communist Party of the Philippines.
  • E. An Anarchy of Families: State and Family in the Philippines
    An Anarchy of Families: State and Family in the Philippines is a scholarly work examining how powerful political families and patronage networks have shaped the Philippine state and its institutions.
  • 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_69d822e5911c8190ba589f957dbd9ba7 completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69dec26311c8819093a81ff0fa43b33b completed April 14, 2026, 10:40 p.m.
NED1 Entity disambiguation (via context triple) batch_69fdfb89ea388190b356df74e36023f7 completed May 8, 2026, 3:04 p.m.
NEDg Description generation batch_69fdfdd73dcc8190bd0340b2f2a2c54a completed May 8, 2026, 3:14 p.m.
NED2 Entity disambiguation (via description) batch_69fdfe70e03481909eb9a9bf863f826b completed May 8, 2026, 3:17 p.m.
Created at: April 10, 2026, 1:29 a.m.