Triple

T693594
Position Surface form Disambiguated ID Type / Status
Subject Friedrich Hayek E13848 entity
Predicate notableWork P4 FINISHED
Object The Use of Knowledge in Society
The Use of Knowledge in Society is a seminal 1945 essay by economist Friedrich Hayek that argues how dispersed, tacit knowledge makes decentralized market prices superior to central planning in coordinating economic activity.
E84435 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 Use of Knowledge in Society | Statement: [Friedrich Hayek, notableWork, The Use of Knowledge in Society]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Use of Knowledge in Society
Context triple: [Friedrich Hayek, notableWork, The Use of Knowledge in Society]
  • A. As We May Think
    As We May Think is a seminal 1945 essay by Vannevar Bush that envisioned hypertext-like information systems and profoundly influenced the development of modern computing and the internet.
  • B. An Essay on the History of Civil Society
    An Essay on the History of Civil Society is a 1767 work by Scottish philosopher Adam Ferguson that analyzes the development of human societies, social institutions, and civic virtue within the broader context of Enlightenment thought.
  • C. 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.
  • D. The Sciences of the Artificial
    The Sciences of the Artificial is a seminal 1969 book by Herbert A. Simon that explores the nature, design, and study of artificial systems such as organizations, computers, and complex artifacts.
  • E. The Future of Ideas
    The Future of Ideas is a book by legal scholar Lawrence Lessig that examines how excessive intellectual property regulation threatens innovation, creativity, and the openness of the digital commons.
  • 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 Use of Knowledge in Society
Triple: [Friedrich Hayek, notableWork, The Use of Knowledge in Society]
Generated description
The Use of Knowledge in Society is a seminal 1945 essay by economist Friedrich Hayek that argues how dispersed, tacit knowledge makes decentralized market prices superior to central planning in coordinating economic activity.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Use of Knowledge in Society
Target entity description: The Use of Knowledge in Society is a seminal 1945 essay by economist Friedrich Hayek that argues how dispersed, tacit knowledge makes decentralized market prices superior to central planning in coordinating economic activity.
  • A. As We May Think
    As We May Think is a seminal 1945 essay by Vannevar Bush that envisioned hypertext-like information systems and profoundly influenced the development of modern computing and the internet.
  • B. An Essay on the History of Civil Society
    An Essay on the History of Civil Society is a 1767 work by Scottish philosopher Adam Ferguson that analyzes the development of human societies, social institutions, and civic virtue within the broader context of Enlightenment thought.
  • C. 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.
  • D. The Sciences of the Artificial
    The Sciences of the Artificial is a seminal 1969 book by Herbert A. Simon that explores the nature, design, and study of artificial systems such as organizations, computers, and complex artifacts.
  • E. The Future of Ideas
    The Future of Ideas is a book by legal scholar Lawrence Lessig that examines how excessive intellectual property regulation threatens innovation, creativity, and the openness of the digital commons.
  • 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.