Triple

T252117
Position Surface form Disambiguated ID Type / Status
Subject Naomi Klein E5170 entity
Predicate notableWork P4 FINISHED
Object The Shock Doctrine
The Shock Doctrine is a 2007 non-fiction book by Naomi Klein that argues global free-market policies have often been imposed through crises and disasters, a process she terms “disaster capitalism.”
E32249 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 Shock Doctrine | Statement: [Naomi Klein, notableWork, The Shock Doctrine]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Shock Doctrine
Context triple: [Naomi Klein, notableWork, The Shock Doctrine]
  • A. Triumph of the Market
    Triumph of the Market is a critical work by economist and media analyst Edward S. Herman that examines the social and political consequences of neoliberal, market-driven policies.
  • B. A People’s History of American Empire
    A People’s History of American Empire is a graphic history book that adapts Howard Zinn’s radical, bottom-up account of U.S. imperialism and foreign policy for a broad, visually driven audience.
  • C. Chokepoint Capitalism
    Chokepoint Capitalism is a nonfiction book co-authored by Cory Doctorow and Rebecca Giblin that critiques how powerful corporations exploit bottlenecks in creative industries and proposes ways to reclaim artistic and economic freedom.
  • D. The Fears of the Rich, the Needs of the Poor
    The Fears of the Rich, the Needs of the Poor is a book by epidemiologist and public health leader William H. Foege that reflects on global health inequities and the moral imperative to address them.
  • E. The American Empire Project
    The American Empire Project is a book series that critically examines U.S. foreign policy, militarism, and global dominance from a left-leaning, often anti-imperialist perspective.
  • 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 Shock Doctrine
Triple: [Naomi Klein, notableWork, The Shock Doctrine]
Generated description
The Shock Doctrine is a 2007 non-fiction book by Naomi Klein that argues global free-market policies have often been imposed through crises and disasters, a process she terms “disaster capitalism.”
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Shock Doctrine
Target entity description: The Shock Doctrine is a 2007 non-fiction book by Naomi Klein that argues global free-market policies have often been imposed through crises and disasters, a process she terms “disaster capitalism.”
  • A. Triumph of the Market
    Triumph of the Market is a critical work by economist and media analyst Edward S. Herman that examines the social and political consequences of neoliberal, market-driven policies.
  • B. A People’s History of American Empire
    A People’s History of American Empire is a graphic history book that adapts Howard Zinn’s radical, bottom-up account of U.S. imperialism and foreign policy for a broad, visually driven audience.
  • C. Chokepoint Capitalism
    Chokepoint Capitalism is a nonfiction book co-authored by Cory Doctorow and Rebecca Giblin that critiques how powerful corporations exploit bottlenecks in creative industries and proposes ways to reclaim artistic and economic freedom.
  • D. The Fears of the Rich, the Needs of the Poor
    The Fears of the Rich, the Needs of the Poor is a book by epidemiologist and public health leader William H. Foege that reflects on global health inequities and the moral imperative to address them.
  • E. The American Empire Project
    The American Empire Project is a book series that critically examines U.S. foreign policy, militarism, and global dominance from a left-leaning, often anti-imperialist perspective.
  • 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_69a257c4bf688190a46ebbf411ab7473 completed Feb. 28, 2026, 2:49 a.m.
NER Named-entity recognition batch_69a25d39eb3881909f435043c8697f13 completed Feb. 28, 2026, 3:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69a37374e97c819090a8921d5c27d1ab completed Feb. 28, 2026, 11 p.m.
NEDg Description generation batch_69a37424ca448190aeb43c7922fbd1dd completed Feb. 28, 2026, 11:03 p.m.
NED2 Entity disambiguation (via description) batch_69a3747b0bf481908b197614d9f2d04c completed Feb. 28, 2026, 11:04 p.m.
Created at: Feb. 28, 2026, 2:54 a.m.