Triple

T17797349
Position Surface form Disambiguated ID Type / Status
Subject Frank H. Knight E444326 entity
Predicate hasConcept P531 FINISHED
Object Knightian uncertainty
Knightian uncertainty is an economic concept describing situations where the probability of outcomes is fundamentally unknowable or unquantifiable, going beyond measurable risk.
E1288801 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: Knightian uncertainty | Statement: [Frank H. Knight, hasConcept, Knightian uncertainty]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Knightian uncertainty
Context triple: [Frank H. Knight, hasConcept, Knightian uncertainty]
  • A. Ellsberg paradox
    The Ellsberg paradox is a famous problem in decision theory and economics that demonstrates how people’s choices often violate expected utility theory due to ambiguity aversion.
  • B. Risk, Ambiguity and the Savage Axioms
    "Risk, Ambiguity and the Savage Axioms" is a seminal 1961 paper by Daniel Ellsberg that challenges expected utility theory by demonstrating how people systematically prefer known risks over ambiguous ones, a phenomenon now known as the Ellsberg paradox.
  • C. Ellsberg
    Ellsberg is a surname most famously associated with Daniel Ellsberg, the American military analyst who leaked the Pentagon Papers during the Vietnam War.
  • D. St. Petersburg paradox
    The St. Petersburg paradox is a famous problem in probability theory and economics that highlights how a lottery with an infinite expected payoff can still attract only a finite price from rational gamblers, challenging traditional notions of expected value and decision-making under risk.
  • E. Allais paradox
    The Allais paradox is a famous decision-making puzzle in behavioral economics that shows how people's choices under risk often violate the expected utility theory, revealing systematic inconsistencies in rational choice models.
  • 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: Knightian uncertainty
Triple: [Frank H. Knight, hasConcept, Knightian uncertainty]
Generated description
Knightian uncertainty is an economic concept describing situations where the probability of outcomes is fundamentally unknowable or unquantifiable, going beyond measurable risk.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Knightian uncertainty
Target entity description: Knightian uncertainty is an economic concept describing situations where the probability of outcomes is fundamentally unknowable or unquantifiable, going beyond measurable risk.
  • A. Ellsberg paradox
    The Ellsberg paradox is a famous problem in decision theory and economics that demonstrates how people’s choices often violate expected utility theory due to ambiguity aversion.
  • B. Risk, Ambiguity and the Savage Axioms
    "Risk, Ambiguity and the Savage Axioms" is a seminal 1961 paper by Daniel Ellsberg that challenges expected utility theory by demonstrating how people systematically prefer known risks over ambiguous ones, a phenomenon now known as the Ellsberg paradox.
  • C. Ellsberg
    Ellsberg is a surname most famously associated with Daniel Ellsberg, the American military analyst who leaked the Pentagon Papers during the Vietnam War.
  • D. St. Petersburg paradox
    The St. Petersburg paradox is a famous problem in probability theory and economics that highlights how a lottery with an infinite expected payoff can still attract only a finite price from rational gamblers, challenging traditional notions of expected value and decision-making under risk.
  • E. Allais paradox
    The Allais paradox is a famous decision-making puzzle in behavioral economics that shows how people's choices under risk often violate the expected utility theory, revealing systematic inconsistencies in rational choice models.
  • 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_69d8b9efe370819095cd219b143ae727 completed April 10, 2026, 8:50 a.m.
NER Named-entity recognition batch_69e487fbc83481909a30fc7203b64099 completed April 19, 2026, 7:44 a.m.
NED1 Entity disambiguation (via context triple) batch_6a02f83e8b88819088619e575d93ab4e completed May 12, 2026, 9:51 a.m.
NEDg Description generation batch_6a02fc17b1ec81909a0547eeed8efb49 completed May 12, 2026, 10:08 a.m.
NED2 Entity disambiguation (via description) batch_6a02fcb37b408190aac496722b75ec53 completed May 12, 2026, 10:10 a.m.
Created at: April 10, 2026, 10:13 a.m.