Triple
T18043955
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | A Treatise on the Family |
E431723
|
entity |
| Predicate | relatedWork |
P37
|
FINISHED |
| Object |
The Economic Approach to Human Behavior
The Economic Approach to Human Behavior is a seminal work by economist Gary Becker that applies economic reasoning and rational choice theory to a wide range of social and individual behaviors beyond traditional markets.
|
E1302669
|
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: The Economic Approach to Human Behavior | Statement: [A Treatise on the Family, relatedWork, The Economic Approach to Human Behavior]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The Economic Approach to Human Behavior Context triple: [A Treatise on the Family, relatedWork, The Economic Approach to Human Behavior]
-
A.
Studies in Economic Theory of Decision and Organization
Studies in Economic Theory of Decision and Organization is a seminal collection of Jacob Marschak’s contributions to decision theory and the economics of organizations, emphasizing formal analysis of choice under uncertainty and information.
-
B.
Notes on the Theory of Choice
Notes on the Theory of Choice is a concise graduate-level text in microeconomic theory that rigorously develops individual decision-making and choice under uncertainty, widely used as a foundational reference in modern economic analysis.
-
C.
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.
-
D.
Beyond the Invisible Hand
Beyond the Invisible Hand is a book by economist Kaushik Basu that critically examines free-market ideology and argues for a more ethically grounded and institutionally aware approach to economics.
-
E.
Foundations of Economic Analysis
Foundations of Economic Analysis is a landmark 1947 economics book by Paul Samuelson that applied rigorous mathematical methods to unify and formalize microeconomic and macroeconomic theory.
- 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: The Economic Approach to Human Behavior Triple: [A Treatise on the Family, relatedWork, The Economic Approach to Human Behavior]
Generated description
The Economic Approach to Human Behavior is a seminal work by economist Gary Becker that applies economic reasoning and rational choice theory to a wide range of social and individual behaviors beyond traditional markets.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: The Economic Approach to Human Behavior Target entity description: The Economic Approach to Human Behavior is a seminal work by economist Gary Becker that applies economic reasoning and rational choice theory to a wide range of social and individual behaviors beyond traditional markets.
-
A.
Studies in Economic Theory of Decision and Organization
Studies in Economic Theory of Decision and Organization is a seminal collection of Jacob Marschak’s contributions to decision theory and the economics of organizations, emphasizing formal analysis of choice under uncertainty and information.
-
B.
Notes on the Theory of Choice
Notes on the Theory of Choice is a concise graduate-level text in microeconomic theory that rigorously develops individual decision-making and choice under uncertainty, widely used as a foundational reference in modern economic analysis.
-
C.
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.
-
D.
Beyond the Invisible Hand
Beyond the Invisible Hand is a book by economist Kaushik Basu that critically examines free-market ideology and argues for a more ethically grounded and institutionally aware approach to economics.
-
E.
Foundations of Economic Analysis
Foundations of Economic Analysis is a landmark 1947 economics book by Paul Samuelson that applied rigorous mathematical methods to unify and formalize microeconomic and macroeconomic theory.
- 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_69d8b906482481908183315b9ecf9994 |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e4bff072508190a4065e3f83997aa9 |
completed | April 19, 2026, 11:43 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0349b8930c8190bbd871393b4b949e |
completed | May 12, 2026, 3:39 p.m. |
| NEDg | Description generation | batch_6a034b0817408190817e4a3ee0003d57 |
completed | May 12, 2026, 3:45 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a034bdf5c808190ac329e663e220f1b |
completed | May 12, 2026, 3:48 p.m. |
Created at: April 10, 2026, 10:25 a.m.