Triple

T11862098
Position Surface form Disambiguated ID Type / Status
Subject Alvin Hansen E282183 entity
Predicate notableWork P4 FINISHED
Object A Guide to Keynes
A Guide to Keynes is an influential economic text by Alvin Hansen that explains and interprets John Maynard Keynes’s theories for students and policymakers.
 E950848 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: A Guide to Keynes | Statement: [Alvin Hansen, notableWork, A Guide to Keynes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: A Guide to Keynes
Context triple: [Alvin Hansen, notableWork, A Guide to Keynes]
  • A. Mr. Keynes and the Classics
    "Mr. Keynes and the Classics" is a seminal 1937 article by economist John R. Hicks that introduced the IS-LM framework to synthesize and contrast Keynesian and classical macroeconomic theory.
  • B. The General Theory of Employment, Interest and Money
    The General Theory of Employment, Interest and Money is John Maynard Keynes’s landmark 1936 book that founded modern macroeconomics by challenging classical views and explaining the causes of prolonged unemployment and economic downturns.
  • C. Review of Keynesian Economics
    Review of Keynesian Economics is an academic journal that publishes research and debate on Keynesian and post-Keynesian economic theory and policy.
  • D. Keynesian business cycle theories
    Keynesian business cycle theories explain economic fluctuations primarily through changes in aggregate demand, emphasizing the roles of price and wage rigidities, government policy, and market imperfections in causing and mitigating recessions and booms.
  • E. A Contribution to the Theory of the Trade Cycle
    A Contribution to the Theory of the Trade Cycle is an influential economic work by John R. Hicks that develops a formal model to explain the causes and dynamics of business cycles.
  • 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: A Guide to Keynes
Triple: [Alvin Hansen, notableWork, A Guide to Keynes]
Generated description
A Guide to Keynes is an influential economic text by Alvin Hansen that explains and interprets John Maynard Keynes’s theories for students and policymakers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: A Guide to Keynes
Target entity description: A Guide to Keynes is an influential economic text by Alvin Hansen that explains and interprets John Maynard Keynes’s theories for students and policymakers.
  • A. Mr. Keynes and the Classics
    "Mr. Keynes and the Classics" is a seminal 1937 article by economist John R. Hicks that introduced the IS-LM framework to synthesize and contrast Keynesian and classical macroeconomic theory.
  • B. The General Theory of Employment, Interest and Money
    The General Theory of Employment, Interest and Money is John Maynard Keynes’s landmark 1936 book that founded modern macroeconomics by challenging classical views and explaining the causes of prolonged unemployment and economic downturns.
  • C. Review of Keynesian Economics
    Review of Keynesian Economics is an academic journal that publishes research and debate on Keynesian and post-Keynesian economic theory and policy.
  • D. Keynesian business cycle theories
    Keynesian business cycle theories explain economic fluctuations primarily through changes in aggregate demand, emphasizing the roles of price and wage rigidities, government policy, and market imperfections in causing and mitigating recessions and booms.
  • E. A Contribution to the Theory of the Trade Cycle
    A Contribution to the Theory of the Trade Cycle is an influential economic work by John R. Hicks that develops a formal model to explain the causes and dynamics of business cycles.
  • 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_69d6ab2945d081908a5851c916cbcfb5 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d8a69b16bc8190999a0c1240f9ce6a completed April 10, 2026, 7:28 a.m.
NED1 Entity disambiguation (via context triple) batch_69f281844c048190b5476343113f2436 completed April 29, 2026, 10:09 p.m.
NEDg Description generation batch_69f28a92ac90819092eef473a49d329e completed April 29, 2026, 10:47 p.m.
NED2 Entity disambiguation (via description) batch_69f28c462d888190a43e042b00921dbe completed April 29, 2026, 10:55 p.m.
Created at: April 8, 2026, 9:43 p.m.