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.