Triple

T1259054
Position Surface form Disambiguated ID Type / Status
Subject Alfred Marshall E12456 entity
Predicate notableWork P4 FINISHED
Object Money, Credit and Commerce
Money, Credit and Commerce is a major economic treatise by Alfred Marshall that analyzes the functioning of monetary systems, banking, and financial markets within the broader framework of economic theory.
E143173 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: Money, Credit and Commerce | Statement: [Alfred Marshall, notableWork, Money, Credit and Commerce]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Money, Credit and Commerce
Context triple: [Alfred Marshall, notableWork, Money, Credit and Commerce]
  • A. A Treatise on Money
    A Treatise on Money is an influential two-volume work by economist John Maynard Keynes that analyzes the functioning of monetary systems, credit, and business cycles in modern economies.
  • B. A Monetary History of the United States, 1867–1960
    A Monetary History of the United States, 1867–1960 is a landmark economic study that analyzes the role of monetary policy and money supply in shaping U.S. economic cycles and major events such as the Great Depression.
  • C. A Tract on Monetary Reform
    A Tract on Monetary Reform is an influential 1923 book by economist John Maynard Keynes that analyzes post–World War I inflation and advocates for pragmatic monetary policy and currency stabilization.
  • D. The Theory of Money and Credit
    The Theory of Money and Credit is a foundational 1912 treatise by economist Ludwig von Mises that develops a comprehensive Austrian School theory of money, banking, and monetary policy.
  • E. Money
    Money is a personal finance magazine and media brand that provides advice and information on investing, saving, budgeting, and financial planning for consumers.
  • 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: Money, Credit and Commerce
Triple: [Alfred Marshall, notableWork, Money, Credit and Commerce]
Generated description
Money, Credit and Commerce is a major economic treatise by Alfred Marshall that analyzes the functioning of monetary systems, banking, and financial markets within the broader framework of economic theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Money, Credit and Commerce
Target entity description: Money, Credit and Commerce is a major economic treatise by Alfred Marshall that analyzes the functioning of monetary systems, banking, and financial markets within the broader framework of economic theory.
  • A. A Treatise on Money
    A Treatise on Money is an influential two-volume work by economist John Maynard Keynes that analyzes the functioning of monetary systems, credit, and business cycles in modern economies.
  • B. A Monetary History of the United States, 1867–1960
    A Monetary History of the United States, 1867–1960 is a landmark economic study that analyzes the role of monetary policy and money supply in shaping U.S. economic cycles and major events such as the Great Depression.
  • C. A Tract on Monetary Reform
    A Tract on Monetary Reform is an influential 1923 book by economist John Maynard Keynes that analyzes post–World War I inflation and advocates for pragmatic monetary policy and currency stabilization.
  • D. The Theory of Money and Credit
    The Theory of Money and Credit is a foundational 1912 treatise by economist Ludwig von Mises that develops a comprehensive Austrian School theory of money, banking, and monetary policy.
  • E. Money
    Money is a personal finance magazine and media brand that provides advice and information on investing, saving, budgeting, and financial planning for consumers.
  • 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_69a4933352e08190ac617291985e76c0 completed March 1, 2026, 7:27 p.m.
NER Named-entity recognition batch_69a4bfc3a2848190891e73b351019d5b completed March 1, 2026, 10:37 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac93cdba808190b7d164bb98efe3dc completed March 7, 2026, 9:08 p.m.
NEDg Description generation batch_69ac94c0e6548190a2d40e3ac1a279ce completed March 7, 2026, 9:12 p.m.
NED2 Entity disambiguation (via description) batch_69ac9531c2f08190b570fcb7b035ea87 completed March 7, 2026, 9:14 p.m.
Created at: March 1, 2026, 7:50 p.m.