Triple

T22791029
Position Surface form Disambiguated ID Type / Status
Subject Ellsberg paradox E564108 entity
Predicate usedIn P98 FINISHED
Object behavioral finance
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.
E267835 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: 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.
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: behavioral finance
Triple: [Ellsberg paradox, usedIn, behavioral finance]
Generated 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.
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 (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_69e2455500788190b4b33030461f3bbd completed April 17, 2026, 2:36 p.m.
NER Named-entity recognition batch_69f17c3545fc819084af67cc25e94839 completed April 29, 2026, 3:34 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0b9e905b148190b319d88ca3e7ca8e completed May 18, 2026, 11:19 p.m.
NEDg Description generation batch_6a0b9f0e73048190ac2e1ad53912dde5 completed May 18, 2026, 11:21 p.m.
NED2 Entity disambiguation (via description) batch_6a0b9ff292b88190b1f318a8a801fbd1 completed May 18, 2026, 11:25 p.m.
Created at: April 17, 2026, 3:29 p.m.