Triple

T23000983
Position Surface form Disambiguated ID Type / Status
Subject Chris Hayes E572630 entity
Predicate notableWork P4 FINISHED
Object Twilight of the Elites: America After Meritocracy
"Twilight of the Elites: America After Meritocracy" is a nonfiction book by journalist Chris Hayes that critiques the American meritocratic system and explores how elite failures have eroded public trust and deepened inequality.
E1565497 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: Twilight of the Elites: America After Meritocracy | Statement: [Chris Hayes, notableWork, Twilight of the Elites: America After Meritocracy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Twilight of the Elites: America After Meritocracy
Context triple: [Chris Hayes, notableWork, Twilight of the Elites: America After Meritocracy]
  • A. The Tyranny of Merit: What's Become of the Common Good?
    "The Tyranny of Merit: What's Become of the Common Good?" is a philosophical and political critique by Michael Sandel that examines how meritocracy fuels inequality, moral judgment, and social division in contemporary democracies.
  • B. Lost in the Meritocracy
    Lost in the Meritocracy is Walter Kirn’s memoir chronicling his rise through elite American educational institutions and the personal and cultural costs of chasing academic prestige.
  • C. Nation of Victims: Identity Politics, the Death of Merit, and the Path Back to Excellence
    "Nation of Victims: Identity Politics, the Death of Merit, and the Path Back to Excellence" is a political and cultural commentary book by Vivek Ramaswamy that critiques victimhood culture and identity politics while arguing for a renewed emphasis on merit and personal responsibility in America.
  • D. 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.
  • E. IQ in the Meritocracy
    "IQ in the Meritocracy" is a controversial 1973 book by psychologist Richard J. Herrnstein that argues intelligence, as measured by IQ, plays a central role in determining social and economic status in modern societies.
  • 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: Twilight of the Elites: America After Meritocracy
Triple: [Chris Hayes, notableWork, Twilight of the Elites: America After Meritocracy]
Generated description
"Twilight of the Elites: America After Meritocracy" is a nonfiction book by journalist Chris Hayes that critiques the American meritocratic system and explores how elite failures have eroded public trust and deepened inequality.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Twilight of the Elites: America After Meritocracy
Target entity description: "Twilight of the Elites: America After Meritocracy" is a nonfiction book by journalist Chris Hayes that critiques the American meritocratic system and explores how elite failures have eroded public trust and deepened inequality.
  • A. The Tyranny of Merit: What's Become of the Common Good?
    "The Tyranny of Merit: What's Become of the Common Good?" is a philosophical and political critique by Michael Sandel that examines how meritocracy fuels inequality, moral judgment, and social division in contemporary democracies.
  • B. Lost in the Meritocracy
    Lost in the Meritocracy is Walter Kirn’s memoir chronicling his rise through elite American educational institutions and the personal and cultural costs of chasing academic prestige.
  • C. Nation of Victims: Identity Politics, the Death of Merit, and the Path Back to Excellence
    "Nation of Victims: Identity Politics, the Death of Merit, and the Path Back to Excellence" is a political and cultural commentary book by Vivek Ramaswamy that critiques victimhood culture and identity politics while arguing for a renewed emphasis on merit and personal responsibility in America.
  • D. 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.
  • E. IQ in the Meritocracy
    "IQ in the Meritocracy" is a controversial 1973 book by psychologist Richard J. Herrnstein that argues intelligence, as measured by IQ, plays a central role in determining social and economic status in modern societies.
  • 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_69e245b6a3ac81908087599eefe3e365 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f18352bcf48190bd474eff69b3465b completed April 29, 2026, 4:04 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0bd380d84c8190ad825e4ef92e6c93 completed May 19, 2026, 3:05 a.m.
NEDg Description generation batch_6a0bd780bf048190be000d6b01b7a69e completed May 19, 2026, 3:22 a.m.
NED2 Entity disambiguation (via description) batch_6a0bd80b76248190b3878e6f6992db25 completed May 19, 2026, 3:24 a.m.
Created at: April 17, 2026, 3:50 p.m.