Triple
T5823520
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Prospect theory |
E129165
|
entity |
| Predicate | titleOfSeminalPaper |
P33185
|
FINISHED |
| Object | Prospect Theory: An Analysis of Decision under Risk |
E129165
|
NE FINISHED |
How this triple was built (3 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: An Analysis of Decision under Risk | Statement: [Prospect theory, titleOfSeminalPaper, Prospect Theory: An Analysis of Decision under Risk]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Prospect Theory: An Analysis of Decision under Risk Context triple: [Prospect theory, titleOfSeminalPaper, Prospect Theory: An Analysis of Decision under Risk]
-
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.
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.
-
C.
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.
-
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.
Risk, Uncertainty and Profit
Risk, Uncertainty and Profit is a foundational 1921 work in economics that distinguishes measurable risk from unmeasurable uncertainty and links entrepreneurial profit to bearing such uncertainty.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: titleOfSeminalPaper Context triple: [Prospect theory, titleOfSeminalPaper, Prospect Theory: An Analysis of Decision under Risk]
-
A.
publicationTitle
chosen
Indicates the name or title under which a work (such as an article, book, or paper) is formally published.
-
B.
titles
Indicates that one entity holds a formal title, designation, or name associated with another entity.
-
C.
title
Indicates that one entity serves as the formal name or designation of another entity.
-
D.
doctoralThesisTitle
Indicates the title associated with a person's doctoral thesis.
-
E.
isSeminalWorkFor
Indicates that one work is a foundational or highly influential source for another work, significantly shaping its development or direction.
- F. None of above.
Provenance (4 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_69c0400f1af881908d376ea4793f6dea |
completed | March 22, 2026, 7:16 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c0985ab01c8190ac03cb95427c688d |
completed | March 23, 2026, 1:33 a.m. |
| PD | Predicate disambiguation | batch_69c0333fdd7081908d829265caa2ac11 |
completed | March 22, 2026, 6:21 p.m. |
Created at: March 22, 2026, 3:53 p.m.