Triple

T7063083
Position Surface form Disambiguated ID Type / Status
Subject Krishna Bharadwaj E164269 entity
Predicate notableWork P4 FINISHED
Object Classical Political Economy and the Role of Demand
Classical Political Economy and the Role of Demand is a scholarly work by economist Krishna Bharadwaj that reinterprets classical economic theory by emphasizing the central importance of demand in value, distribution, and growth.
E638468 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: Classical Political Economy and the Role of Demand | Statement: [Krishna Bharadwaj, notableWork, Classical Political Economy and the Role of Demand]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Classical Political Economy and the Role of Demand
Context triple: [Krishna Bharadwaj, notableWork, Classical Political Economy and the Role of Demand]
  • A. The Literature of Political Economy
    The Literature of Political Economy is a 19th-century bibliographical and critical survey of economic writings compiled by Scottish economist John Ramsay McCulloch.
  • B. The Theory and Measurement of Demand
    The Theory and Measurement of Demand is a foundational economics book by Henry Schultz that rigorously develops statistical and mathematical methods for estimating consumer demand.
  • C. 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.
  • D. 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.
  • E. The Economic Institutions of Capitalism
    The Economic Institutions of Capitalism is a seminal work in transaction cost economics that analyzes how firms, markets, and contractual arrangements are structured to govern economic transactions under capitalism.
  • 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: Classical Political Economy and the Role of Demand
Triple: [Krishna Bharadwaj, notableWork, Classical Political Economy and the Role of Demand]
Generated description
Classical Political Economy and the Role of Demand is a scholarly work by economist Krishna Bharadwaj that reinterprets classical economic theory by emphasizing the central importance of demand in value, distribution, and growth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Classical Political Economy and the Role of Demand
Target entity description: Classical Political Economy and the Role of Demand is a scholarly work by economist Krishna Bharadwaj that reinterprets classical economic theory by emphasizing the central importance of demand in value, distribution, and growth.
  • A. The Literature of Political Economy
    The Literature of Political Economy is a 19th-century bibliographical and critical survey of economic writings compiled by Scottish economist John Ramsay McCulloch.
  • B. The Theory and Measurement of Demand
    The Theory and Measurement of Demand is a foundational economics book by Henry Schultz that rigorously develops statistical and mathematical methods for estimating consumer demand.
  • C. 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.
  • D. 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.
  • E. The Economic Institutions of Capitalism
    The Economic Institutions of Capitalism is a seminal work in transaction cost economics that analyzes how firms, markets, and contractual arrangements are structured to govern economic transactions under capitalism.
  • 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_69c688796c148190adb2f1596f595f22 completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e45cf7488190a7ff15665e283c37 completed March 27, 2026, 8:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69c788ba7af88190aeaf3205255af8ad completed March 28, 2026, 7:52 a.m.
NEDg Description generation batch_69c7892a387c8190856eac695fbcfb02 completed March 28, 2026, 7:54 a.m.
NED2 Entity disambiguation (via description) batch_69c789bc4fa081908cf40ec8ff189b90 completed March 28, 2026, 7:56 a.m.
Created at: March 27, 2026, 2:38 p.m.