Triple
T22791029
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ellsberg paradox |
E564108
|
entity |
| Predicate | usedIn |
P98
|
FINISHED |
| Object | behavioral finance |
—
|
NE NERFINISHED |
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: behavioral finance | Statement: [Ellsberg paradox, usedIn, behavioral finance]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: behavioral finance Context triple: [Ellsberg paradox, usedIn, behavioral finance]
-
A.
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.
-
B.
financial economics
Financial economics is a branch of economics that studies how individuals and institutions allocate resources over time under uncertainty, focusing on asset pricing, financial markets, and corporate finance.
-
C.
Misbehaving: The Making of Behavioral Economics
Misbehaving: The Making of Behavioral Economics is a popular science book by economist Richard H. Thaler that chronicles the development of behavioral economics through personal anecdotes, experiments, and challenges to traditional economic theory.
-
D.
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.
-
E.
behavioral theory of the firm
The behavioral theory of the firm is an organizational and economic framework that explains how companies actually make decisions based on bounded rationality, routines, and internal politics rather than purely profit-maximizing optimization.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: behavioral finance Target entity description: Behavioral finance is a field of study that integrates insights from psychology with economic theory to explain how cognitive biases and emotions influence financial decisions and market outcomes.
-
A.
behavioral economics
chosen
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.
-
B.
financial economics
Financial economics is a branch of economics that studies how individuals and institutions allocate resources over time under uncertainty, focusing on asset pricing, financial markets, and corporate finance.
-
C.
Misbehaving: The Making of Behavioral Economics
Misbehaving: The Making of Behavioral Economics is a popular science book by economist Richard H. Thaler that chronicles the development of behavioral economics through personal anecdotes, experiments, and challenges to traditional economic theory.
-
D.
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.
-
E.
behavioral theory of the firm
The behavioral theory of the firm is an organizational and economic framework that explains how companies actually make decisions based on bounded rationality, routines, and internal politics rather than purely profit-maximizing optimization.
- F. None of above.
Provenance (2 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_69e2455500788190b4b33030461f3bbd |
completed | April 17, 2026, 2:36 p.m. |
| NER | Named-entity recognition | batch_69f17c3545fc819084af67cc25e94839 |
completed | April 29, 2026, 3:34 a.m. |
Created at: April 17, 2026, 3:29 p.m.