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.