Triple

T5823547
Position Surface form Disambiguated ID Type / Status
Subject Prospect theory E129165 entity
Predicate influenced P9 FINISHED
Object behavioral finance E267835 NE FINISHED

How this triple was built (2 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: [Prospect theory, influenced, behavioral finance]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: behavioral finance
Context triple: [Prospect theory, influenced, behavioral finance]
  • 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. 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.
  • C. 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.
  • D. behaviorism
    Behaviorism is a psychological approach that explains behavior in terms of observable actions shaped by environmental stimuli and reinforcement, largely rejecting internal mental states as objects of scientific study.
  • E. Behaviour
    Behaviour is a 1990 synth-pop album by English duo Pet Shop Boys, noted for its more introspective tone and sophisticated production compared to their earlier work.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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.
Created at: March 22, 2026, 3:53 p.m.