Triple

T5823552
Position Surface form Disambiguated ID Type / Status
Subject Prospect theory E129165 entity
Predicate basisFor P125 FINISHED
Object cumulative prospect theory
Cumulative prospect theory is a behavioral economic model that extends prospect theory by using cumulative decision weights over ranked outcomes to better describe how people evaluate risky and uncertain prospects.
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: cumulative prospect theory | Statement: [Prospect theory, basisFor, cumulative prospect theory]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: cumulative prospect theory
Context triple: [Prospect theory, basisFor, cumulative prospect theory]
  • A. 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.
  • B. behavioral economics
    Behavioral economics is a field that integrates insights from psychology into economic theory to explain how real people make decisions that systematically deviate from the predictions of traditional rational-choice models.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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: cumulative prospect theory
Triple: [Prospect theory, basisFor, cumulative prospect theory]
Generated description
Cumulative prospect theory is a behavioral economic model that extends prospect theory by using cumulative decision weights over ranked outcomes to better describe how people evaluate risky and uncertain prospects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: cumulative prospect theory
Target entity description: Cumulative prospect theory is a behavioral economic model that extends prospect theory by using cumulative decision weights over ranked outcomes to better describe how people evaluate risky and uncertain prospects.
  • A. prospect theory chosen
    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.
  • B. behavioral economics
    Behavioral economics is a field that integrates insights from psychology into economic theory to explain how real people make decisions that systematically deviate from the predictions of traditional rational-choice models.
  • C. 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.
  • D. 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.
  • E. 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.
  • F. None of above.

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_69c0084869e881908d7859492183ca7b completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c03418d410819092b6f5f6db45ed39 completed March 22, 2026, 6:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0985ab01c8190ac03cb95427c688d completed March 23, 2026, 1:33 a.m.
NEDg Description generation batch_69c0993ebad08190a5470e0e345b6211 completed March 23, 2026, 1:37 a.m.
NED2 Entity disambiguation (via description) batch_69c09a13a19c8190a04807755d16fb95 completed March 23, 2026, 1:40 a.m.
Created at: March 22, 2026, 3:53 p.m.