Triple

T4723025
Position Surface form Disambiguated ID Type / Status
Subject Frank Knight E104813 entity
Predicate notableWork P4 FINISHED
Object Risk, Uncertainty and Profit
Risk, Uncertainty and Profit is a foundational 1921 work in economics that distinguishes measurable risk from unmeasurable uncertainty and links entrepreneurial profit to bearing such uncertainty.
E464977 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: Risk, Uncertainty and Profit | Statement: [Frank Knight, notableWork, Risk, Uncertainty and Profit]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Risk, Uncertainty and Profit
Context triple: [Frank Knight, notableWork, Risk, Uncertainty and Profit]
  • A. The Scope and Method of Economic Science
    The Scope and Method of Economic Science is a foundational work in economic methodology that examines the proper aims, limits, and scientific status of economics as a discipline.
  • B. The Positive Theory of Capital
    The Positive Theory of Capital is a foundational work in Austrian economics that systematically analyzes the nature of capital, interest, and time preference in the production process.
  • C. Epistemological Problems of Economics
    Epistemological Problems of Economics is a work by Ludwig von Mises that examines the philosophical foundations and methodological principles underlying economic science, particularly within the Austrian School tradition.
  • D. Theory of Games and Economic Behavior
    Theory of Games and Economic Behavior is a foundational 1944 book by John von Neumann and Oskar Morgenstern that established game theory as a rigorous mathematical framework for analyzing strategic decision-making in economics.
  • E. On the Theory of Economic Policy
    On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
  • 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: Risk, Uncertainty and Profit
Triple: [Frank Knight, notableWork, Risk, Uncertainty and Profit]
Generated description
Risk, Uncertainty and Profit is a foundational 1921 work in economics that distinguishes measurable risk from unmeasurable uncertainty and links entrepreneurial profit to bearing such uncertainty.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Risk, Uncertainty and Profit
Target entity description: Risk, Uncertainty and Profit is a foundational 1921 work in economics that distinguishes measurable risk from unmeasurable uncertainty and links entrepreneurial profit to bearing such uncertainty.
  • A. The Scope and Method of Economic Science
    The Scope and Method of Economic Science is a foundational work in economic methodology that examines the proper aims, limits, and scientific status of economics as a discipline.
  • B. The Positive Theory of Capital
    The Positive Theory of Capital is a foundational work in Austrian economics that systematically analyzes the nature of capital, interest, and time preference in the production process.
  • C. Epistemological Problems of Economics
    Epistemological Problems of Economics is a work by Ludwig von Mises that examines the philosophical foundations and methodological principles underlying economic science, particularly within the Austrian School tradition.
  • D. Theory of Games and Economic Behavior
    Theory of Games and Economic Behavior is a foundational 1944 book by John von Neumann and Oskar Morgenstern that established game theory as a rigorous mathematical framework for analyzing strategic decision-making in economics.
  • E. On the Theory of Economic Policy
    On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
  • 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_69bd43ed84648190ae0b7ee8e8d00482 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd642b82008190bb70dd60a4149502 completed March 20, 2026, 3:13 p.m.
NED1 Entity disambiguation (via context triple) batch_69be1094fd9c81909e12723394f9ae0a completed March 21, 2026, 3:29 a.m.
NEDg Description generation batch_69be12b1c9088190bb6b307bfc46b75c completed March 21, 2026, 3:38 a.m.
NED2 Entity disambiguation (via description) batch_69be1318d494819084fac7c6d16db4e5 completed March 21, 2026, 3:40 a.m.
Created at: March 20, 2026, 1:18 p.m.