Triple

T6409800
Position Surface form Disambiguated ID Type / Status
Subject Ha-Joon Chang E127674 entity
Predicate notableWork P4 FINISHED
Object 23 Things They Don’t Tell You About Capitalism
23 Things They Don’t Tell You About Capitalism is a popular economics book by Ha-Joon Chang that challenges mainstream free-market assumptions through accessible, myth-busting essays.
E590701 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: 23 Things They Don’t Tell You About Capitalism | Statement: [Ha-Joon Chang, notableWork, 23 Things They Don’t Tell You About Capitalism]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: 23 Things They Don’t Tell You About Capitalism
Context triple: [Ha-Joon Chang, notableWork, 23 Things They Don’t Tell You About Capitalism]
  • A. Capitalism: A Love Story
    Capitalism: A Love Story is a 2009 documentary film by Michael Moore that critically examines the social and economic impacts of capitalism in the United States.
  • B. 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.
  • C. The Folklore of Capitalism
    The Folklore of Capitalism is a 1937 book by legal scholar Thurman Arnold that critiques American economic and legal institutions by exposing the myths and symbolic beliefs underpinning capitalist ideology.
  • D. The Capitalist Tool
    "The Capitalist Tool" is the long-standing slogan of Forbes magazine, reflecting its focus on business, finance, and wealth.
  • E. Capitalism: A Ghost Story
    Capitalism: A Ghost Story is a political essay by Arundhati Roy that critiques global capitalism, corporate power, and their impact on democracy and social inequality in India.
  • 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: 23 Things They Don’t Tell You About Capitalism
Triple: [Ha-Joon Chang, notableWork, 23 Things They Don’t Tell You About Capitalism]
Generated description
23 Things They Don’t Tell You About Capitalism is a popular economics book by Ha-Joon Chang that challenges mainstream free-market assumptions through accessible, myth-busting essays.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: 23 Things They Don’t Tell You About Capitalism
Target entity description: 23 Things They Don’t Tell You About Capitalism is a popular economics book by Ha-Joon Chang that challenges mainstream free-market assumptions through accessible, myth-busting essays.
  • A. Capitalism: A Love Story
    Capitalism: A Love Story is a 2009 documentary film by Michael Moore that critically examines the social and economic impacts of capitalism in the United States.
  • B. 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.
  • C. The Folklore of Capitalism
    The Folklore of Capitalism is a 1937 book by legal scholar Thurman Arnold that critiques American economic and legal institutions by exposing the myths and symbolic beliefs underpinning capitalist ideology.
  • D. The Capitalist Tool
    "The Capitalist Tool" is the long-standing slogan of Forbes magazine, reflecting its focus on business, finance, and wealth.
  • E. Capitalism: A Ghost Story
    Capitalism: A Ghost Story is a political essay by Arundhati Roy that critiques global capitalism, corporate power, and their impact on democracy and social inequality in India.
  • 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_69c0083723d88190b1e37b19df162c08 completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c068cf81508190bc09e58ec45bc858 completed March 22, 2026, 10:10 p.m.
NED1 Entity disambiguation (via context triple) batch_69c638b7582481909640965acf261dff completed March 27, 2026, 7:58 a.m.
NEDg Description generation batch_69c63b74688881909bb41db1ec89daf6 completed March 27, 2026, 8:10 a.m.
NED2 Entity disambiguation (via description) batch_69c63be025c88190b24cf4168b8194a0 completed March 27, 2026, 8:12 a.m.
Created at: March 22, 2026, 4:41 p.m.