Triple

T2847981
Position Surface form Disambiguated ID Type / Status
Subject Israel Kirzner E63025 entity
Predicate notableWork P4 FINISHED
Object Perception, Opportunity and Profit
Perception, Opportunity and Profit is a seminal work in Austrian economics by Israel Kirzner that analyzes the role of entrepreneurial discovery in market processes and profit generation.
E303278 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: Perception, Opportunity and Profit | Statement: [Israel Kirzner, notableWork, Perception, Opportunity and Profit]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Perception, Opportunity and Profit
Context triple: [Israel Kirzner, notableWork, Perception, Opportunity and Profit]
  • A. People, Power, and Profits
    People, Power, and Profits is a book by economist Joseph Stiglitz that critiques contemporary capitalism and proposes reforms to create a fairer, more inclusive economy and democracy.
  • B. The Cost-Benefit Revolution
    The Cost-Benefit Revolution is a book by legal scholar Cass Sunstein that argues for the central role of cost-benefit analysis in modern regulation and public policy.
  • C. Experience and Prediction
    Experience and Prediction is a seminal philosophical work by Hans Reichenbach that develops a logical and probabilistic foundation for scientific knowledge and induction within the framework of logical empiricism.
  • D. There Is Nothing for You Here: Finding Opportunity in the Twenty-First Century
    "There Is Nothing for You Here: Finding Opportunity in the Twenty-First Century" is a political memoir and analysis by foreign policy expert Fiona Hill, exploring economic decline, populism, and the search for opportunity through her experiences in the UK, Russia, and the United States.
  • E. The Business of Happiness
    The Business of Happiness is a book by entrepreneur and sports team owner Ted Leonsis that blends memoir and business advice to argue that true success comes from pursuing happiness, meaning, and service to others alongside financial achievement.
  • 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: Perception, Opportunity and Profit
Triple: [Israel Kirzner, notableWork, Perception, Opportunity and Profit]
Generated description
Perception, Opportunity and Profit is a seminal work in Austrian economics by Israel Kirzner that analyzes the role of entrepreneurial discovery in market processes and profit generation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Perception, Opportunity and Profit
Target entity description: Perception, Opportunity and Profit is a seminal work in Austrian economics by Israel Kirzner that analyzes the role of entrepreneurial discovery in market processes and profit generation.
  • A. People, Power, and Profits
    People, Power, and Profits is a book by economist Joseph Stiglitz that critiques contemporary capitalism and proposes reforms to create a fairer, more inclusive economy and democracy.
  • B. The Cost-Benefit Revolution
    The Cost-Benefit Revolution is a book by legal scholar Cass Sunstein that argues for the central role of cost-benefit analysis in modern regulation and public policy.
  • C. Experience and Prediction
    Experience and Prediction is a seminal philosophical work by Hans Reichenbach that develops a logical and probabilistic foundation for scientific knowledge and induction within the framework of logical empiricism.
  • D. There Is Nothing for You Here: Finding Opportunity in the Twenty-First Century
    "There Is Nothing for You Here: Finding Opportunity in the Twenty-First Century" is a political memoir and analysis by foreign policy expert Fiona Hill, exploring economic decline, populism, and the search for opportunity through her experiences in the UK, Russia, and the United States.
  • E. The Business of Happiness
    The Business of Happiness is a book by entrepreneur and sports team owner Ted Leonsis that blends memoir and business advice to argue that true success comes from pursuing happiness, meaning, and service to others alongside financial achievement.
  • 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_69ab4c407c408190857d25e027155ce9 completed March 6, 2026, 9:50 p.m.
NER Named-entity recognition batch_69abdf403698819084fb4ace5839aa05 completed March 7, 2026, 8:18 a.m.
NED1 Entity disambiguation (via context triple) batch_69afe8dbdff88190b6c46cfd6ef54bb8 completed March 10, 2026, 9:48 a.m.
NEDg Description generation batch_69afe9ac2e94819095513eab63b60dc4 completed March 10, 2026, 9:51 a.m.
NED2 Entity disambiguation (via description) batch_69b002c3187481909c0e352d5902a468 completed March 10, 2026, 11:38 a.m.
Created at: March 6, 2026, 10:02 p.m.