Triple

T2704494
Position Surface form Disambiguated ID Type / Status
Subject Cass Sunstein E59309 entity
Predicate influencedBy P9 FINISHED
Object behavioral economics 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 economics | Statement: [Cass Sunstein, influencedBy, behavioral economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: behavioral economics
Context triple: [Cass Sunstein, influencedBy, behavioral economics]
  • 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. 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.
  • D. 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.
  • E. neoclassical economics
    Neoclassical economics is a dominant school of economic thought that explains prices, output, and income distribution primarily through marginal analysis, individual rational choice, and market equilibrium.
  • 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_69ab4ac66bc88190b9e4afa5fc843f72 completed March 6, 2026, 9:44 p.m.
NER Named-entity recognition batch_69abda518c58819096c8b67c0f754655 completed March 7, 2026, 7:57 a.m.
NED1 Entity disambiguation (via context triple) batch_69afaf79c8648190a9041dd2903a1429 completed March 10, 2026, 5:43 a.m.
Created at: March 6, 2026, 9:55 p.m.