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.