Triple

T16613983
Position Surface form Disambiguated ID Type / Status
Subject David M. Kreps E403645 entity
Predicate hasWritten P2831 FINISHED
Object Corporate Culture and Economic Theory
"Corporate Culture and Economic Theory" is an influential work by economist David M. Kreps that analyzes how corporate culture shapes firms’ behavior, incentives, and performance within an economic-theoretic framework.
E1223590 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: Corporate Culture and Economic Theory | Statement: [David M. Kreps, hasWritten, Corporate Culture and Economic Theory]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Corporate Culture and Economic Theory
Context triple: [David M. Kreps, hasWritten, Corporate Culture and Economic Theory]
  • A. The Economics of Industry
    The Economics of Industry is an influential 19th-century economics textbook co-authored by Mary Paley Marshall and Alfred Marshall that helped shape the study of industrial organization and economic theory.
  • B. 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.
  • C. Economy and Society
    Economy and Society is Max Weber’s foundational sociological treatise that systematically analyzes the structures of authority, bureaucracy, and the relationship between economy, law, and social order.
  • D. "The Nature of the Firm"
    "The Nature of the Firm" is a foundational 1937 economic essay by Ronald Coase that explains why firms exist and how transaction costs shape their size and structure.
  • E. theory of the firm
    The theory of the firm is an economic framework that explains why firms exist, how they are structured, and what determines their boundaries and behavior in markets, particularly in relation to transaction costs and contractual arrangements.
  • 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: Corporate Culture and Economic Theory
Triple: [David M. Kreps, hasWritten, Corporate Culture and Economic Theory]
Generated description
"Corporate Culture and Economic Theory" is an influential work by economist David M. Kreps that analyzes how corporate culture shapes firms’ behavior, incentives, and performance within an economic-theoretic framework.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Corporate Culture and Economic Theory
Target entity description: "Corporate Culture and Economic Theory" is an influential work by economist David M. Kreps that analyzes how corporate culture shapes firms’ behavior, incentives, and performance within an economic-theoretic framework.
  • A. The Economics of Industry
    The Economics of Industry is an influential 19th-century economics textbook co-authored by Mary Paley Marshall and Alfred Marshall that helped shape the study of industrial organization and economic theory.
  • B. 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.
  • C. Economy and Society
    Economy and Society is Max Weber’s foundational sociological treatise that systematically analyzes the structures of authority, bureaucracy, and the relationship between economy, law, and social order.
  • D. "The Nature of the Firm"
    "The Nature of the Firm" is a foundational 1937 economic essay by Ronald Coase that explains why firms exist and how transaction costs shape their size and structure.
  • E. theory of the firm
    The theory of the firm is an economic framework that explains why firms exist, how they are structured, and what determines their boundaries and behavior in markets, particularly in relation to transaction costs and contractual arrangements.
  • 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_69d883897eb481909eaaa088ba9918d9 completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e360983d2c8190b1fe7f18aedfbde1 completed April 18, 2026, 10:44 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0075aeaa9881908bdef0f9f2b52e60 completed May 10, 2026, 12:10 p.m.
NEDg Description generation batch_6a007705f57881908b07a20ae8957c64 completed May 10, 2026, 12:16 p.m.
NED2 Entity disambiguation (via description) batch_6a007b18f0b08190a9ddc6ad7358d6b8 completed May 10, 2026, 12:33 p.m.
Created at: April 10, 2026, 5:17 a.m.