Triple

T4489036
Position Surface form Disambiguated ID Type / Status
Subject James G. March E107321 entity
Predicate knownFor P22 FINISHED
Object 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.
E447611 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 theory of the firm | Statement: [James G. March, knownFor, behavioral theory of the firm]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: behavioral theory of the firm
Context triple: [James G. March, knownFor, behavioral theory of the firm]
  • A. The Theory of Industrial Organization
    The Theory of Industrial Organization is a foundational economics textbook by Jean Tirole that systematically develops modern industrial organization theory using game-theoretic tools.
  • B. The Theory of Corporate Finance
    The Theory of Corporate Finance is a comprehensive textbook by economist Jean Tirole that systematically develops modern corporate finance theory using tools from contract theory and information economics.
  • C. 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.
  • D. Theoretical Economics
    Theoretical Economics is a peer-reviewed academic journal that publishes research in economic theory, including microeconomic theory, game theory, and related fields.
  • E. Austrian market process approach
    The Austrian market process approach is an economic framework emphasizing entrepreneurial discovery, dynamic competition, and the role of dispersed knowledge in driving market coordination and change.
  • 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 theory of the firm
Triple: [James G. March, knownFor, behavioral theory of the firm]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: behavioral theory of the firm
Target entity description: 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.
  • A. The Theory of Industrial Organization
    The Theory of Industrial Organization is a foundational economics textbook by Jean Tirole that systematically develops modern industrial organization theory using game-theoretic tools.
  • B. The Theory of Corporate Finance
    The Theory of Corporate Finance is a comprehensive textbook by economist Jean Tirole that systematically develops modern corporate finance theory using tools from contract theory and information economics.
  • C. 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.
  • D. Theoretical Economics
    Theoretical Economics is a peer-reviewed academic journal that publishes research in economic theory, including microeconomic theory, game theory, and related fields.
  • E. Austrian market process approach
    The Austrian market process approach is an economic framework emphasizing entrepreneurial discovery, dynamic competition, and the role of dispersed knowledge in driving market coordination and change.
  • F. None of above. chosen

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_69bd43f84f788190a1383579c4a595be completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd52ad36748190b791de458f2116b2 completed March 20, 2026, 1:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69bd6f7f33d08190a247e956193c7eef completed March 20, 2026, 4:02 p.m.
NEDg Description generation batch_69bd705e0e848190a73e7ddb569f0e37 completed March 20, 2026, 4:05 p.m.
NED2 Entity disambiguation (via description) batch_69bd71b41664819091bd4f75d4634943 completed March 20, 2026, 4:11 p.m.
Created at: March 20, 2026, 12:59 p.m.