Triple

T693590

Position	Surface form	Disambiguated ID	Type / Status
Subject	Friedrich Hayek	`E13848`	entity
Predicate	notableWork	`P4`	FINISHED
Object	The Road to Serfdom The Road to Serfdom is a seminal 1944 political and economic treatise by Friedrich Hayek warning that central planning and government control over the economy can lead to tyranny and the erosion of individual freedom.	`E84432`	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 Road to Serfdom | Statement: [Friedrich Hayek, notableWork, The Road to Serfdom]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: The Road to Serfdom
Context triple: [Friedrich Hayek, notableWork, The Road to Serfdom]

A. Capitalism and Freedom
Capitalism and Freedom is a landmark 1962 book by economist Milton Friedman that argues for the primacy of free-market capitalism as a foundation for individual liberty and limited government.
B. The General Theory of Employment, Interest and Money
The General Theory of Employment, Interest and Money is John Maynard Keynes’s landmark 1936 book that founded modern macroeconomics by challenging classical views and explaining the causes of prolonged unemployment and economic downturns.
C. Four Essays on Liberty
Four Essays on Liberty is a collection of political philosophy essays by Isaiah Berlin that explores concepts of freedom, particularly his influential distinction between negative and positive liberty.
D. The Wealth of Nations
The Wealth of Nations is Adam Smith’s foundational 1776 treatise on economics that laid the groundwork for classical free-market theory and modern economic thought.
E. The Crooked Timber of Humanity
The Crooked Timber of Humanity is a collection of essays by philosopher Isaiah Berlin exploring pluralism, the limits of human perfectibility, and the complexities of political and moral life.
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 Road to Serfdom
Triple: [Friedrich Hayek, notableWork, The Road to Serfdom]

Generated description

The Road to Serfdom is a seminal 1944 political and economic treatise by Friedrich Hayek warning that central planning and government control over the economy can lead to tyranny and the erosion of individual freedom.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: The Road to Serfdom
Target entity description: The Road to Serfdom is a seminal 1944 political and economic treatise by Friedrich Hayek warning that central planning and government control over the economy can lead to tyranny and the erosion of individual freedom.

A. Capitalism and Freedom
Capitalism and Freedom is a landmark 1962 book by economist Milton Friedman that argues for the primacy of free-market capitalism as a foundation for individual liberty and limited government.
B. The General Theory of Employment, Interest and Money
The General Theory of Employment, Interest and Money is John Maynard Keynes’s landmark 1936 book that founded modern macroeconomics by challenging classical views and explaining the causes of prolonged unemployment and economic downturns.
C. Four Essays on Liberty
Four Essays on Liberty is a collection of political philosophy essays by Isaiah Berlin that explores concepts of freedom, particularly his influential distinction between negative and positive liberty.
D. The Wealth of Nations
The Wealth of Nations is Adam Smith’s foundational 1776 treatise on economics that laid the groundwork for classical free-market theory and modern economic thought.
E. The Crooked Timber of Humanity
The Crooked Timber of Humanity is a collection of essays by philosopher Isaiah Berlin exploring pluralism, the limits of human perfectibility, and the complexities of political and moral life.
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_69a493406c408190957eeec9048a8fb6`	completed	March 1, 2026, 7:28 p.m.
NER	Named-entity recognition	`batch_69a4a0b1e1d08190bdd42f57be5c2a6b`	completed	March 1, 2026, 8:25 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69a5dca7871c81909ea5a4ccb5dcd47d`	completed	March 2, 2026, 6:53 p.m.
NEDg	Description generation	`batch_69a5e3cbf4208190a541f64e44ea5317`	completed	March 2, 2026, 7:23 p.m.
NED2	Entity disambiguation (via description)	`batch_69a6093e95a88190bfba326310e8006f`	completed	March 2, 2026, 10:03 p.m.

Created at: March 1, 2026, 7:36 p.m.