Triple

T15412273
Position Surface form Disambiguated ID Type / Status
Subject Allan H. Meltzer E368621 entity
Predicate hasPartInBibliography P7332 FINISHED
Object Why Capitalism?
"Why Capitalism?" is a book by economist Allan H. Meltzer that defends free-market capitalism and critiques alternative economic systems.
E1156900 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: Why Capitalism? | Statement: [Allan H. Meltzer, hasPartInBibliography, Why Capitalism?]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Why Capitalism?
Context triple: [Allan H. Meltzer, hasPartInBibliography, Why Capitalism?]
  • A. How Capitalism Will Save Us
    "How Capitalism Will Save Us" is a book by Steve Forbes that argues free-market capitalism is the most effective system for promoting prosperity, innovation, and individual freedom.
  • B. Capitalism: The Unknown Ideal
    Capitalism: The Unknown Ideal is a collection of essays by Ayn Rand and her associates that defends laissez-faire capitalism as the only moral social system based on individual rights and rational self-interest.
  • C. Real Freedom for All: What (if anything) can justify capitalism?
    Real Freedom for All: What (if anything) can justify capitalism? is a philosophical work by Philippe Van Parijs that argues for a just society grounded in "real freedom" for every individual, notably defending an unconditional basic income within a broadly capitalist framework.
  • D. The Evolution of Modern Capitalism
    The Evolution of Modern Capitalism is an influential economic treatise by J. A. Hobson that analyzes the development, structure, and social consequences of industrial capitalism in the late 19th and early 20th centuries.
  • E. Saving Capitalism from the Capitalists
    "Saving Capitalism from the Capitalists" is an influential economic book that argues for the importance of well-regulated, inclusive financial markets in sustaining true capitalism and preventing capture by powerful interests.
  • 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: Why Capitalism?
Triple: [Allan H. Meltzer, hasPartInBibliography, Why Capitalism?]
Generated description
"Why Capitalism?" is a book by economist Allan H. Meltzer that defends free-market capitalism and critiques alternative economic systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Why Capitalism?
Target entity description: "Why Capitalism?" is a book by economist Allan H. Meltzer that defends free-market capitalism and critiques alternative economic systems.
  • A. How Capitalism Will Save Us
    "How Capitalism Will Save Us" is a book by Steve Forbes that argues free-market capitalism is the most effective system for promoting prosperity, innovation, and individual freedom.
  • B. Capitalism: The Unknown Ideal
    Capitalism: The Unknown Ideal is a collection of essays by Ayn Rand and her associates that defends laissez-faire capitalism as the only moral social system based on individual rights and rational self-interest.
  • C. Real Freedom for All: What (if anything) can justify capitalism?
    Real Freedom for All: What (if anything) can justify capitalism? is a philosophical work by Philippe Van Parijs that argues for a just society grounded in "real freedom" for every individual, notably defending an unconditional basic income within a broadly capitalist framework.
  • D. The Evolution of Modern Capitalism
    The Evolution of Modern Capitalism is an influential economic treatise by J. A. Hobson that analyzes the development, structure, and social consequences of industrial capitalism in the late 19th and early 20th centuries.
  • E. Saving Capitalism from the Capitalists
    "Saving Capitalism from the Capitalists" is an influential economic book that argues for the importance of well-regulated, inclusive financial markets in sustaining true capitalism and preventing capture by powerful interests.
  • 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_69d85a16c68c819099c1b547fbc87b32 completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e03ea600b48190a3dbca1a68a2a1cd completed April 16, 2026, 1:43 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff1a754d1881909ed322479bab460d completed May 9, 2026, 11:28 a.m.
NEDg Description generation batch_69ff1b82a5e08190a906828a08c9ae93 completed May 9, 2026, 11:33 a.m.
NED2 Entity disambiguation (via description) batch_69ff1f60e5888190a0271c9d55c5e3d8 completed May 9, 2026, 11:49 a.m.
Created at: April 10, 2026, 3:20 a.m.