Triple

T12021201
Position Surface form Disambiguated ID Type / Status
Subject Myron Scholes E286150 entity
Predicate notableWork P4 FINISHED
Object Taxation and the Dynamics of Corporate Investment
"Taxation and the Dynamics of Corporate Investment" is a scholarly work by economist Myron Scholes that analyzes how tax policy influences corporate investment decisions and behavior.
E959599 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: Taxation and the Dynamics of Corporate Investment | Statement: [Myron Scholes, notableWork, Taxation and the Dynamics of Corporate Investment]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Taxation and the Dynamics of Corporate Investment
Context triple: [Myron Scholes, notableWork, Taxation and the Dynamics of Corporate Investment]
  • A. 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.
  • B. The Elasticity of Taxable Income: Evidence and Implications
    "The Elasticity of Taxable Income: Evidence and Implications" is a highly influential economics paper by Emmanuel Saez that analyzes how taxpayers respond to changes in marginal tax rates and draws policy conclusions for optimal tax design.
  • C. Government Risk Sharing in Foreign Investment
    Government Risk Sharing in Foreign Investment is an influential economic study that analyzes how governments can share or mitigate the risks faced by private investors in international investment projects.
  • D. Reports on the relation of corporate combinations to productivity
    "Reports on the relation of corporate combinations to productivity" is an early 20th-century investigative study by the U.S. Bureau of Corporations analyzing how business consolidations and trusts affect industrial efficiency and economic performance.
  • E. "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.
  • 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: Taxation and the Dynamics of Corporate Investment
Triple: [Myron Scholes, notableWork, Taxation and the Dynamics of Corporate Investment]
Generated description
"Taxation and the Dynamics of Corporate Investment" is a scholarly work by economist Myron Scholes that analyzes how tax policy influences corporate investment decisions and behavior.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Taxation and the Dynamics of Corporate Investment
Target entity description: "Taxation and the Dynamics of Corporate Investment" is a scholarly work by economist Myron Scholes that analyzes how tax policy influences corporate investment decisions and behavior.
  • A. 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.
  • B. The Elasticity of Taxable Income: Evidence and Implications
    "The Elasticity of Taxable Income: Evidence and Implications" is a highly influential economics paper by Emmanuel Saez that analyzes how taxpayers respond to changes in marginal tax rates and draws policy conclusions for optimal tax design.
  • C. Government Risk Sharing in Foreign Investment
    Government Risk Sharing in Foreign Investment is an influential economic study that analyzes how governments can share or mitigate the risks faced by private investors in international investment projects.
  • D. Reports on the relation of corporate combinations to productivity
    "Reports on the relation of corporate combinations to productivity" is an early 20th-century investigative study by the U.S. Bureau of Corporations analyzing how business consolidations and trusts affect industrial efficiency and economic performance.
  • E. "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.
  • 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_69d6ab45a368819084fce08bf0dc3705 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d903ed15408190afc21afd57d6a737 completed April 10, 2026, 2:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69f48b62cad8819092beb72c604a4762 completed May 1, 2026, 11:15 a.m.
NEDg Description generation batch_69f48fc7a8848190a06b34cc45db4789 completed May 1, 2026, 11:34 a.m.
NED2 Entity disambiguation (via description) batch_69f495f069c48190a6e5856c272420c0 completed May 1, 2026, noon
Created at: April 8, 2026, 9:47 p.m.