Triple

T1119773
Position Surface form Disambiguated ID Type / Status
Subject expected utility theory E11182 entity
Predicate criticizedBy P437 FINISHED
Object prospect theory
Prospect theory is a behavioral economic framework that explains how people actually make decisions under risk and uncertainty, highlighting systematic deviations from the predictions of classical expected utility theory.
E129165 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: prospect theory | Statement: [expected utility theory, criticizedBy, prospect theory]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: prospect theory
Context triple: [expected utility theory, criticizedBy, prospect theory]
  • A. expected utility theory (with John von Neumann)
    Expected utility theory (with John von Neumann) is a foundational framework in economics and decision theory that models how rational agents make choices under uncertainty by maximizing the expected value of a utility function.
  • B. 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.
  • C. hedonic calculus
    Hedonic calculus is a utilitarian method for quantifying and comparing the pleasure and pain produced by actions to guide moral decision-making.
  • D. Decision Analysis
    Decision Analysis is a scholarly journal that focuses on the theory and application of quantitative methods for making informed decisions under uncertainty.
  • E. positive psychology
    Positive psychology is a branch of psychology that scientifically studies human strengths, well-being, and optimal functioning to understand and promote what makes life most worth living.
  • 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: prospect theory
Triple: [expected utility theory, criticizedBy, prospect theory]
Generated description
Prospect theory is a behavioral economic framework that explains how people actually make decisions under risk and uncertainty, highlighting systematic deviations from the predictions of classical expected utility theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: prospect theory
Target entity description: Prospect theory is a behavioral economic framework that explains how people actually make decisions under risk and uncertainty, highlighting systematic deviations from the predictions of classical expected utility theory.
  • A. expected utility theory (with John von Neumann)
    Expected utility theory (with John von Neumann) is a foundational framework in economics and decision theory that models how rational agents make choices under uncertainty by maximizing the expected value of a utility function.
  • B. 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.
  • C. hedonic calculus
    Hedonic calculus is a utilitarian method for quantifying and comparing the pleasure and pain produced by actions to guide moral decision-making.
  • D. Decision Analysis
    Decision Analysis is a scholarly journal that focuses on the theory and application of quantitative methods for making informed decisions under uncertainty.
  • E. positive psychology
    Positive psychology is a branch of psychology that scientifically studies human strengths, well-being, and optimal functioning to understand and promote what makes life most worth living.
  • 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_69a493252a648190ac48f8742474a5e8 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a4bbbca3348190a607ce147b2ae70e completed March 1, 2026, 10:20 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac539b6d9881909c3fe5890ae1f889 completed March 7, 2026, 4:34 p.m.
NEDg Description generation batch_69ac554aec048190821801070d1a4852 completed March 7, 2026, 4:41 p.m.
NED2 Entity disambiguation (via description) batch_69ac55afd8c88190b0f2bbafc33ad8b7 completed March 7, 2026, 4:43 p.m.
Created at: March 1, 2026, 7:43 p.m.