Triple

T14002606
Position Surface form Disambiguated ID Type / Status
Subject Frank Chodorov E336866 entity
Predicate notableWork P4 FINISHED
Object Income Tax: The Root of All Evil
"Income Tax: The Root of All Evil" is a libertarian polemic by Frank Chodorov that argues the federal income tax fundamentally undermines individual liberty and paves the way for an overreaching state.
E1073810 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: Income Tax: The Root of All Evil | Statement: [Frank Chodorov, notableWork, Income Tax: The Root of All Evil]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Income Tax: The Root of All Evil
Context triple: [Frank Chodorov, notableWork, Income Tax: The Root of All Evil]
  • A. Flat Tax Revolution: Using a Postcard to Abolish the IRS
    Flat Tax Revolution: Using a Postcard to Abolish the IRS is a political and economic book by Steve Forbes advocating a simplified flat-tax system to replace the U.S. federal income tax code.
  • B. The Taxpayer
    "The Taxpayer" is a short story by Ray Bradbury that follows a frustrated man desperate to escape Earth’s troubles by securing a place on a rocket to Mars.
  • C. The Elasticity of Taxable Income: Evidence and Implications
    "The Elasticity of Taxable Income: Evidence and Implications" is a highly influential economics paper by Emmanuel Saez that analyzes how taxpayers respond to changes in marginal tax rates and draws policy conclusions for optimal tax design.
  • D. Miti e paradossi della giustizia tributaria
    "Miti e paradossi della giustizia tributaria" is an essay by Italian economist and statesman Luigi Einaudi that critically examines the principles, contradictions, and practical injustices of the tax justice system.
  • E. The Price of Inequality
    The Price of Inequality is a book by economist Joseph Stiglitz that analyzes the causes and consequences of growing economic inequality and argues for policy reforms to create a fairer, more stable society.
  • 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: Income Tax: The Root of All Evil
Triple: [Frank Chodorov, notableWork, Income Tax: The Root of All Evil]
Generated description
"Income Tax: The Root of All Evil" is a libertarian polemic by Frank Chodorov that argues the federal income tax fundamentally undermines individual liberty and paves the way for an overreaching state.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Income Tax: The Root of All Evil
Target entity description: "Income Tax: The Root of All Evil" is a libertarian polemic by Frank Chodorov that argues the federal income tax fundamentally undermines individual liberty and paves the way for an overreaching state.
  • A. Flat Tax Revolution: Using a Postcard to Abolish the IRS
    Flat Tax Revolution: Using a Postcard to Abolish the IRS is a political and economic book by Steve Forbes advocating a simplified flat-tax system to replace the U.S. federal income tax code.
  • B. The Taxpayer
    "The Taxpayer" is a short story by Ray Bradbury that follows a frustrated man desperate to escape Earth’s troubles by securing a place on a rocket to Mars.
  • C. The Elasticity of Taxable Income: Evidence and Implications
    "The Elasticity of Taxable Income: Evidence and Implications" is a highly influential economics paper by Emmanuel Saez that analyzes how taxpayers respond to changes in marginal tax rates and draws policy conclusions for optimal tax design.
  • D. Miti e paradossi della giustizia tributaria
    "Miti e paradossi della giustizia tributaria" is an essay by Italian economist and statesman Luigi Einaudi that critically examines the principles, contradictions, and practical injustices of the tax justice system.
  • E. The Price of Inequality
    The Price of Inequality is a book by economist Joseph Stiglitz that analyzes the causes and consequences of growing economic inequality and argues for policy reforms to create a fairer, more stable society.
  • 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_69d81c645c5c8190b1fd16a285a1b78a completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de2ed06a50819093ddc64f55050689 completed April 14, 2026, 12:10 p.m.
NED1 Entity disambiguation (via context triple) batch_69fbaca180988190bbfc93bd708688d6 completed May 6, 2026, 9:03 p.m.
NEDg Description generation batch_69fbae8f83f481909ac16d4bb66ea79d completed May 6, 2026, 9:11 p.m.
NED2 Entity disambiguation (via description) batch_69fbaf702c94819095347e2599ae9931 completed May 6, 2026, 9:15 p.m.
Created at: April 9, 2026, 10:19 p.m.