Triple

T11927855
Position Surface form Disambiguated ID Type / Status
Subject Thomas J. Sargent E283829 entity
Predicate knownFor P22 FINISHED
Object learning and expectations in macroeconomics E271829 NE FINISHED

How this triple was built (2 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: learning and expectations in macroeconomics | Statement: [Thomas J. Sargent, knownFor, learning and expectations in macroeconomics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: learning and expectations in macroeconomics
Context triple: [Thomas J. Sargent, knownFor, learning and expectations in macroeconomics]
  • A. “Expectations and the Neutrality of Money”
    “Expectations and the Neutrality of Money” is a seminal economic paper by Robert Lucas Jr. that helped launch the rational expectations revolution by analyzing how anticipated monetary policy affects real economic activity.
  • B. rational expectations revolution chosen
    The rational expectations revolution was a major shift in macroeconomics that emphasized forward-looking behavior and microfoundations, fundamentally changing how economists model policy effects and anticipate agents’ responses.
  • C. Recursive Macroeconomic Theory by Lars Ljungqvist and Thomas J. Sargent
    "Recursive Macroeconomic Theory" by Lars Ljungqvist and Thomas J. Sargent is a graduate-level textbook that develops modern dynamic macroeconomics using recursive methods, with a strong emphasis on rigorous microfoundations and applications to topics such as growth, unemployment, and monetary and fiscal policy.
  • D. Lectures on Macroeconomics (with Olivier Blanchard)
    "Lectures on Macroeconomics" is an influential graduate-level textbook co-authored by Stanley Fischer and Olivier Blanchard that systematically develops modern macroeconomic theory and its applications.
  • E. Interest and Prices: Foundations of a Theory of Monetary Policy
    Interest and Prices: Foundations of a Theory of Monetary Policy is a highly influential macroeconomics book that develops a rigorous New Keynesian framework for analyzing monetary policy and inflation dynamics.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69d6ab2ce9c48190b5d39511b524f666 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d903024afc8190a97aa3263dc7d017 completed April 10, 2026, 2:02 p.m.
NED1 Entity disambiguation (via context triple) batch_69f440611e648190b2c47b43f02d2e4b completed May 1, 2026, 5:55 a.m.
Created at: April 8, 2026, 9:45 p.m.