Triple

T5624233
Position Surface form Disambiguated ID Type / Status
Subject Lionel Robbins E147680 entity
Predicate notableWork P4 FINISHED
Object An Essay on the Nature and Significance of Economic Science
An Essay on the Nature and Significance of Economic Science is a foundational 1932 work in economic methodology that famously defines economics as the science of human behavior as a relationship between ends and scarce means with alternative uses.
E317622 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: An Essay on the Nature and Significance of Economic Science | Statement: [Lionel Robbins, notableWork, An Essay on the Nature and Significance of Economic Science]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: An Essay on the Nature and Significance of Economic Science
Context triple: [Lionel Robbins, notableWork, An Essay on the Nature and Significance of Economic Science]
  • 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 Economic Point of View
    The Economic Point of View is a foundational work in Austrian economics by Israel Kirzner that clarifies and defends the distinct methodological perspective of economic science.
  • C. The Political Element in the Development of Economic Theory
    The Political Element in the Development of Economic Theory is a seminal work by economist Gunnar Myrdal that critically examines how political values and ideological biases shape the formulation and evolution of economic theories.
  • D. 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.
  • E. Human Action: A Treatise on Economics
    "Human Action: A Treatise on Economics" is Ludwig von Mises’s seminal work of Austrian School economics, presenting a comprehensive, praxeological analysis of human behavior and market processes.
  • 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: An Essay on the Nature and Significance of Economic Science
Triple: [Lionel Robbins, notableWork, An Essay on the Nature and Significance of Economic Science]
Generated description
An Essay on the Nature and Significance of Economic Science is a foundational 1932 work in economic methodology that famously defines economics as the science of human behavior as a relationship between ends and scarce means with alternative uses.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: An Essay on the Nature and Significance of Economic Science
Target entity description: An Essay on the Nature and Significance of Economic Science is a foundational 1932 work in economic methodology that famously defines economics as the science of human behavior as a relationship between ends and scarce means with alternative uses.
  • A. The Scope and Method of Economic Science chosen
    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 Economic Point of View
    The Economic Point of View is a foundational work in Austrian economics by Israel Kirzner that clarifies and defends the distinct methodological perspective of economic science.
  • C. The Political Element in the Development of Economic Theory
    The Political Element in the Development of Economic Theory is a seminal work by economist Gunnar Myrdal that critically examines how political values and ideological biases shape the formulation and evolution of economic theories.
  • D. 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.
  • E. Human Action: A Treatise on Economics
    "Human Action: A Treatise on Economics" is Ludwig von Mises’s seminal work of Austrian School economics, presenting a comprehensive, praxeological analysis of human behavior and market processes.
  • F. None of above.

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_69c00906f2a88190a992c66b13d606d4 completed March 22, 2026, 3:21 p.m.
NER Named-entity recognition batch_69c022165d8c8190b2a14f1cd0a45ecc completed March 22, 2026, 5:08 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0287fcde881908f761b701bf9a4f3 completed March 22, 2026, 5:36 p.m.
NEDg Description generation batch_69c03894b9388190bd534ad107722b83 completed March 22, 2026, 6:44 p.m.
NED2 Entity disambiguation (via description) batch_69c03932eb8c8190a572d4ae3831c9dc completed March 22, 2026, 6:47 p.m.
Created at: March 22, 2026, 3:40 p.m.