Triple

T230532
Position Surface form Disambiguated ID Type / Status
Subject Cory Doctorow E4400 entity
Predicate notableWork P4 FINISHED
Object 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.
E29583 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: Chokepoint Capitalism | Statement: [Cory Doctorow, notableWork, Chokepoint Capitalism]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chokepoint Capitalism
Context triple: [Cory Doctorow, notableWork, Chokepoint Capitalism]
  • A. Kishida Vision: A New Form of Capitalism
    "Kishida Vision: A New Form of Capitalism" is a policy blueprint by Japanese Prime Minister Fumio Kishida that outlines his economic agenda to balance growth with wealth redistribution and address social inequality in Japan.
  • B. The City That Works
    "The City That Works" is a civic motto highlighting Portland, Oregon’s reputation for effective local governance, urban planning, and livability.
  • C. 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.
  • 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 Business of Happiness
    The Business of Happiness is a book by entrepreneur and sports team owner Ted Leonsis that blends memoir and business advice to argue that true success comes from pursuing happiness, meaning, and service to others alongside financial achievement.
  • 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: Chokepoint Capitalism
Triple: [Cory Doctorow, notableWork, Chokepoint Capitalism]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chokepoint Capitalism
Target entity description: 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.
  • A. Kishida Vision: A New Form of Capitalism
    "Kishida Vision: A New Form of Capitalism" is a policy blueprint by Japanese Prime Minister Fumio Kishida that outlines his economic agenda to balance growth with wealth redistribution and address social inequality in Japan.
  • B. The City That Works
    "The City That Works" is a civic motto highlighting Portland, Oregon’s reputation for effective local governance, urban planning, and livability.
  • C. 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.
  • 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 Business of Happiness
    The Business of Happiness is a book by entrepreneur and sports team owner Ted Leonsis that blends memoir and business advice to argue that true success comes from pursuing happiness, meaning, and service to others alongside financial achievement.
  • 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_69a257363ffc81909757bde7ab3404da completed Feb. 28, 2026, 2:47 a.m.
NER Named-entity recognition batch_69a25cac7994819080b0b3b10808f8e5 completed Feb. 28, 2026, 3:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69a35ea326608190be39ec5260c3dac3 completed Feb. 28, 2026, 9:31 p.m.
NEDg Description generation batch_69a35f0007208190acdfc17cd4bdf9b7 completed Feb. 28, 2026, 9:32 p.m.
NED2 Entity disambiguation (via description) batch_69a35f8565e081908ad0853151b57eba completed Feb. 28, 2026, 9:35 p.m.
Created at: Feb. 28, 2026, 2:53 a.m.