Triple

T3064629
Position Surface form Disambiguated ID Type / Status
Subject Robert J. Shiller E62073 entity
Predicate notableWork P4 FINISHED
Object Irrational Exuberance
Irrational Exuberance is an influential book by economist Robert J. Shiller that analyzes speculative bubbles in financial markets and warns about the psychological and structural factors driving asset price overvaluation.
E323541 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: Irrational Exuberance | Statement: [Robert J. Shiller, notableWork, Irrational Exuberance]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Irrational Exuberance
Context triple: [Robert J. Shiller, notableWork, Irrational Exuberance]
  • 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. Poor Charlie’s Almanack
    Poor Charlie’s Almanack is a widely acclaimed collection of Charlie Munger’s speeches, essays, and wisdom on investing, decision-making, and multidisciplinary thinking.
  • C. Grand Pursuit: The Story of Economic Genius
    Grand Pursuit: The Story of Economic Genius is a narrative history book by Sylvia Nasar that traces the development of modern economic thought through the lives and ideas of influential economists.
  • D. Enron: The Smartest Guys in the Room
    Enron: The Smartest Guys in the Room is a 2005 documentary film that investigates the rise and catastrophic collapse of the Enron Corporation and the corporate fraud behind it.
  • E. Illusions of Progress
    Illusions of Progress is a political and social critique by Georges Sorel that challenges optimistic beliefs in linear social advancement and rational reform.
  • 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: Irrational Exuberance
Triple: [Robert J. Shiller, notableWork, Irrational Exuberance]
Generated description
Irrational Exuberance is an influential book by economist Robert J. Shiller that analyzes speculative bubbles in financial markets and warns about the psychological and structural factors driving asset price overvaluation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Irrational Exuberance
Target entity description: Irrational Exuberance is an influential book by economist Robert J. Shiller that analyzes speculative bubbles in financial markets and warns about the psychological and structural factors driving asset price overvaluation.
  • 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. Poor Charlie’s Almanack
    Poor Charlie’s Almanack is a widely acclaimed collection of Charlie Munger’s speeches, essays, and wisdom on investing, decision-making, and multidisciplinary thinking.
  • C. Grand Pursuit: The Story of Economic Genius
    Grand Pursuit: The Story of Economic Genius is a narrative history book by Sylvia Nasar that traces the development of modern economic thought through the lives and ideas of influential economists.
  • D. Enron: The Smartest Guys in the Room
    Enron: The Smartest Guys in the Room is a 2005 documentary film that investigates the rise and catastrophic collapse of the Enron Corporation and the corporate fraud behind it.
  • E. Illusions of Progress
    Illusions of Progress is a political and social critique by Georges Sorel that challenges optimistic beliefs in linear social advancement and rational reform.
  • 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_69ad85793e5c8190a358049bc4a98d8c completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69ad9ea2154c8190ab243feb77170a15 completed March 8, 2026, 4:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69b1ef1402108190a2d24e7eb523f658 completed March 11, 2026, 10:39 p.m.
NEDg Description generation batch_69b1f2f3d120819090d28e0353d3d8da completed March 11, 2026, 10:55 p.m.
NED2 Entity disambiguation (via description) batch_69b1f365a4988190ae3ea6370a27ee72 completed March 11, 2026, 10:57 p.m.
Created at: March 8, 2026, 3:02 p.m.