Triple

T12184462
Position Surface form Disambiguated ID Type / Status
Subject Richard H. Thaler E290296 entity
Predicate notableWork P4 FINISHED
Object Quasi Rational Economics
Quasi Rational Economics is a collection of influential essays by Richard H. Thaler that helped establish behavioral economics by challenging the assumption of fully rational decision-making in traditional economic theory.
E967680 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: Quasi Rational Economics | Statement: [Richard H. Thaler, notableWork, Quasi Rational Economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Quasi Rational Economics
Context triple: [Richard H. Thaler, notableWork, Quasi Rational Economics]
  • A. Models of Bounded Rationality
    Models of Bounded Rationality is a collection of Herbert A. Simon’s influential works that develop the concept of bounded rationality, explaining how real-world decision-making is constrained by limited information, cognitive capacity, and time.
  • B. Beyond the Invisible Hand
    Beyond the Invisible Hand is a book by economist Kaushik Basu that critically examines free-market ideology and argues for a more ethically grounded and institutionally aware approach to economics.
  • C. Studies in Economic Theory of Decision and Organization
    Studies in Economic Theory of Decision and Organization is a seminal collection of Jacob Marschak’s contributions to decision theory and the economics of organizations, emphasizing formal analysis of choice under uncertainty and information.
  • D. Fisherian intertemporal choice theory
    Fisherian intertemporal choice theory is an economic framework, developed by Irving Fisher, that explains how rational individuals allocate consumption and savings over time to maximize lifetime utility given their income, preferences, and interest rates.
  • E. Risk, Ambiguity and the Savage Axioms
    "Risk, Ambiguity and the Savage Axioms" is a seminal 1961 paper by Daniel Ellsberg that challenges expected utility theory by demonstrating how people systematically prefer known risks over ambiguous ones, a phenomenon now known as the Ellsberg paradox.
  • 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: Quasi Rational Economics
Triple: [Richard H. Thaler, notableWork, Quasi Rational Economics]
Generated description
Quasi Rational Economics is a collection of influential essays by Richard H. Thaler that helped establish behavioral economics by challenging the assumption of fully rational decision-making in traditional economic theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Quasi Rational Economics
Target entity description: Quasi Rational Economics is a collection of influential essays by Richard H. Thaler that helped establish behavioral economics by challenging the assumption of fully rational decision-making in traditional economic theory.
  • A. Models of Bounded Rationality
    Models of Bounded Rationality is a collection of Herbert A. Simon’s influential works that develop the concept of bounded rationality, explaining how real-world decision-making is constrained by limited information, cognitive capacity, and time.
  • B. Beyond the Invisible Hand
    Beyond the Invisible Hand is a book by economist Kaushik Basu that critically examines free-market ideology and argues for a more ethically grounded and institutionally aware approach to economics.
  • C. Studies in Economic Theory of Decision and Organization
    Studies in Economic Theory of Decision and Organization is a seminal collection of Jacob Marschak’s contributions to decision theory and the economics of organizations, emphasizing formal analysis of choice under uncertainty and information.
  • D. Fisherian intertemporal choice theory
    Fisherian intertemporal choice theory is an economic framework, developed by Irving Fisher, that explains how rational individuals allocate consumption and savings over time to maximize lifetime utility given their income, preferences, and interest rates.
  • E. Rationality in Action
    Rationality in Action is a philosophical work by John Searle that examines how human rationality operates in real-time decision-making, emphasizing the role of intention, reasons, and free will in guiding action.
  • 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_69d6ab64de5881908d56eb7a75c6cc69 completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d915ffe644819085f4eb64802fe349 completed April 10, 2026, 3:23 p.m.
NED1 Entity disambiguation (via context triple) batch_69f5f6aecb0881909084f3ff2a9e52ea completed May 2, 2026, 1:05 p.m.
NEDg Description generation batch_69f600b7e1788190b1df4fdfd96118d0 completed May 2, 2026, 1:48 p.m.
NED2 Entity disambiguation (via description) batch_69f604c4ef7c8190bc128b1aa535744d completed May 2, 2026, 2:05 p.m.
Created at: April 8, 2026, 9:50 p.m.