Triple

T12694197
Position Surface form Disambiguated ID Type / Status
Subject George Stigler E303285 entity
Predicate notableWork P4 FINISHED
Object Essays in the History of Economics
Essays in the History of Economics is a collection of scholarly essays by economist George Stigler that examines the development of economic thought and key figures in the discipline’s history.
 E998220 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: Essays in the History of Economics | Statement: [George Stigler, notableWork, Essays in the History of Economics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Essays in the History of Economics
Context triple: [George Stigler, notableWork, Essays in the History of Economics]
  • A. History of Economic Analysis
    History of Economic Analysis is a comprehensive, posthumously published survey of the development of economic thought, written by economist Joseph Schumpeter.
  • B. A Theory of Economic History
    A Theory of Economic History is an influential work by economist John R. Hicks that applies economic theory to interpret and explain long-term historical development and institutional change.
  • C. “Essays in Economics”
    “Essays in Economics” is a collection of influential economic writings by Nobel laureate James Tobin, reflecting his contributions to macroeconomic theory and policy.
  • D. Structure and Change in Economic History
    Structure and Change in Economic History is a seminal book by economist Douglass C. North that applies institutional and economic theory to explain long-term historical development and economic performance.
  • E. The Political Element in the Development of Economic Theory
    The Political Element in the Development of Economic Theory is a seminal work by economist Gunnar Myrdal that critically examines how political values and ideological biases shape the formulation and evolution of economic theories.
  • 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: Essays in the History of Economics
Triple: [George Stigler, notableWork, Essays in the History of Economics]
Generated description
Essays in the History of Economics is a collection of scholarly essays by economist George Stigler that examines the development of economic thought and key figures in the discipline’s history.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Essays in the History of Economics
Target entity description: Essays in the History of Economics is a collection of scholarly essays by economist George Stigler that examines the development of economic thought and key figures in the discipline’s history.
  • A. History of Economic Analysis
    History of Economic Analysis is a comprehensive, posthumously published survey of the development of economic thought, written by economist Joseph Schumpeter.
  • B. A Theory of Economic History
    A Theory of Economic History is an influential work by economist John R. Hicks that applies economic theory to interpret and explain long-term historical development and institutional change.
  • C. “Essays in Economics”
    “Essays in Economics” is a collection of influential economic writings by Nobel laureate James Tobin, reflecting his contributions to macroeconomic theory and policy.
  • D. Structure and Change in Economic History
    Structure and Change in Economic History is a seminal book by economist Douglass C. North that applies institutional and economic theory to explain long-term historical development and economic performance.
  • E. The Political Element in the Development of Economic Theory
    The Political Element in the Development of Economic Theory is a seminal work by economist Gunnar Myrdal that critically examines how political values and ideological biases shape the formulation and evolution of economic theories.
  • 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_69d7bdef90d48190b46b88270e780946 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d961ebd17081909f983567e4b36533 completed April 10, 2026, 8:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69f671ae935c8190a7fc2cf3c0987248 completed May 2, 2026, 9:50 p.m.
NEDg Description generation batch_69f6740129688190b286ce7acb4848c7 completed May 2, 2026, 10 p.m.
NED2 Entity disambiguation (via description) batch_69f675249d248190933421df49d3a2ab completed May 2, 2026, 10:05 p.m.
Created at: April 9, 2026, 5:22 p.m.