Triple

T15159854
Position Surface form Disambiguated ID Type / Status
Subject Mark Gertler E362179 entity
Predicate knownFor P22 FINISHED
Object Bernanke–Gertler financial accelerator model
The Bernanke–Gertler financial accelerator model is a macroeconomic framework that explains how imperfections in credit markets can amplify and propagate economic shocks through borrowers’ balance sheets and external finance premia.
E1140764 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: Bernanke–Gertler financial accelerator model | Statement: [Mark Gertler, knownFor, Bernanke–Gertler financial accelerator model]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Bernanke–Gertler financial accelerator model
Context triple: [Mark Gertler, knownFor, Bernanke–Gertler financial accelerator model]
  • A. 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.
  • B. “The Heterogeneous-Agent New Keynesian Model”
    “The Heterogeneous-Agent New Keynesian Model” is an influential macroeconomic framework that incorporates household heterogeneity and incomplete markets into New Keynesian analysis to better explain consumption, inequality, and monetary policy transmission.
  • C. The Prudential Regulation of Banks (with Mathias Dewatripont)
    "The Prudential Regulation of Banks" is an influential book co-authored by Jean Tirole and Mathias Dewatripont that develops a rigorous economic framework for understanding and designing banking regulation and supervision.
  • D. Ramsey–Cass–Koopmans model
    The Ramsey–Cass–Koopmans model is a foundational neoclassical growth model in macroeconomics that analyzes optimal savings, consumption, and capital accumulation over time in a perfectly competitive economy.
  • E. Rules, Discretion, and Reputation in a Model of Monetary Policy
    "Rules, Discretion, and Reputation in a Model of Monetary Policy" is an influential economic paper that analyzes how different monetary policy regimes and the credibility of policymakers affect inflation and output outcomes.
  • 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: Bernanke–Gertler financial accelerator model
Triple: [Mark Gertler, knownFor, Bernanke–Gertler financial accelerator model]
Generated description
The Bernanke–Gertler financial accelerator model is a macroeconomic framework that explains how imperfections in credit markets can amplify and propagate economic shocks through borrowers’ balance sheets and external finance premia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Bernanke–Gertler financial accelerator model
Target entity description: The Bernanke–Gertler financial accelerator model is a macroeconomic framework that explains how imperfections in credit markets can amplify and propagate economic shocks through borrowers’ balance sheets and external finance premia.
  • A. 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.
  • B. “The Heterogeneous-Agent New Keynesian Model”
    “The Heterogeneous-Agent New Keynesian Model” is an influential macroeconomic framework that incorporates household heterogeneity and incomplete markets into New Keynesian analysis to better explain consumption, inequality, and monetary policy transmission.
  • C. The Prudential Regulation of Banks (with Mathias Dewatripont)
    "The Prudential Regulation of Banks" is an influential book co-authored by Jean Tirole and Mathias Dewatripont that develops a rigorous economic framework for understanding and designing banking regulation and supervision.
  • D. Ramsey–Cass–Koopmans model
    The Ramsey–Cass–Koopmans model is a foundational neoclassical growth model in macroeconomics that analyzes optimal savings, consumption, and capital accumulation over time in a perfectly competitive economy.
  • E. Rules, Discretion, and Reputation in a Model of Monetary Policy
    "Rules, Discretion, and Reputation in a Model of Monetary Policy" is an influential economic paper that analyzes how different monetary policy regimes and the credibility of policymakers affect inflation and output outcomes.
  • 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_69d85a087b7c81908baa94a53dac8d68 completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e0060dd71881908ecc4a4f52d438a5 completed April 15, 2026, 9:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69febffaa4b88190aab36fdae057e6d2 completed May 9, 2026, 5:02 a.m.
NEDg Description generation batch_69fec23c83ac819087633c0f64e50506 completed May 9, 2026, 5:12 a.m.
NED2 Entity disambiguation (via description) batch_69fec2f95a408190850e4d81839822ba completed May 9, 2026, 5:15 a.m.
Created at: April 10, 2026, 3:08 a.m.