Triple

T15301776
Position Surface form Disambiguated ID Type / Status
Subject David D. Friedman E365805 entity
Predicate notableWork P4 FINISHED
Object Price Theory: An Intermediate Text
"Price Theory: An Intermediate Text" is an economics textbook by David D. Friedman that presents microeconomic theory with an emphasis on price mechanisms, incentives, and real-world applications.
E1149257 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: Price Theory: An Intermediate Text | Statement: [David D. Friedman, notableWork, Price Theory: An Intermediate Text]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Price Theory: An Intermediate Text
Context triple: [David D. Friedman, notableWork, Price Theory: An Intermediate Text]
  • A. Essentials of Economic Theory
    Essentials of Economic Theory is a foundational economics text by John Bates Clark that systematically presents his marginal productivity theory of distribution and other core principles of neoclassical economics.
  • B. Market Theory and the Price System
    "Market Theory and the Price System" is an economics book by Israel Kirzner that presents a clear, Austrian-school analysis of how market prices coordinate decentralized decision-making in a competitive economy.
  • C. "Principles of Microeconomics"
    "Principles of Microeconomics" is a widely used introductory economics textbook that explains the fundamental concepts and tools of microeconomic analysis for undergraduate students.
  • D. The Theory of Price
    The Theory of Price is a foundational economics book by George Stigler that systematically develops microeconomic price theory and the behavior of markets.
  • E. "Principles of Economics"
    "Principles of Economics" is a widely used introductory economics textbook by Gregory Mankiw that presents core microeconomic and macroeconomic concepts in an accessible, principles-based framework.
  • 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: Price Theory: An Intermediate Text
Triple: [David D. Friedman, notableWork, Price Theory: An Intermediate Text]
Generated description
"Price Theory: An Intermediate Text" is an economics textbook by David D. Friedman that presents microeconomic theory with an emphasis on price mechanisms, incentives, and real-world applications.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Price Theory: An Intermediate Text
Target entity description: "Price Theory: An Intermediate Text" is an economics textbook by David D. Friedman that presents microeconomic theory with an emphasis on price mechanisms, incentives, and real-world applications.
  • A. Essentials of Economic Theory
    Essentials of Economic Theory is a foundational economics text by John Bates Clark that systematically presents his marginal productivity theory of distribution and other core principles of neoclassical economics.
  • B. Market Theory and the Price System
    "Market Theory and the Price System" is an economics book by Israel Kirzner that presents a clear, Austrian-school analysis of how market prices coordinate decentralized decision-making in a competitive economy.
  • C. "Principles of Microeconomics"
    "Principles of Microeconomics" is a widely used introductory economics textbook that explains the fundamental concepts and tools of microeconomic analysis for undergraduate students.
  • D. The Theory of Price
    The Theory of Price is a foundational economics book by George Stigler that systematically develops microeconomic price theory and the behavior of markets.
  • E. "Principles of Economics"
    "Principles of Economics" is a widely used introductory economics textbook by Gregory Mankiw that presents core microeconomic and macroeconomic concepts in an accessible, principles-based framework.
  • 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_69d85a113ee881908e297a1d38dd79fa completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e0368869f8819098cf9e7801e37548 completed April 16, 2026, 1:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69feef8513a08190b2d2a7dde85dd43d completed May 9, 2026, 8:25 a.m.
NEDg Description generation batch_69fef23de4688190beeb59ef43891e3d completed May 9, 2026, 8:37 a.m.
NED2 Entity disambiguation (via description) batch_69fef2d8fe04819084bb3deb6859d746 completed May 9, 2026, 8:39 a.m.
Created at: April 10, 2026, 3:15 a.m.