Triple
T2230232
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Phillips curve framework |
E48746
|
entity |
| Predicate | formalizedAs |
P8407
|
FINISHED |
| Object | expectations-augmented Phillips curve by Milton Friedman |
E48746
|
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: expectations-augmented Phillips curve by Milton Friedman | Statement: [Phillips curve framework, formalizedAs, expectations-augmented Phillips curve by Milton Friedman]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: expectations-augmented Phillips curve by Milton Friedman Context triple: [Phillips curve framework, formalizedAs, expectations-augmented Phillips curve by Milton Friedman]
-
A.
Phillips curve framework
chosen
The Phillips curve framework is a macroeconomic concept that posits an inverse relationship between inflation and unemployment, shaping policymakers’ understanding of inflation dynamics and trade-offs in the postwar era.
-
B.
the "Volcker shock" in U.S. monetary policy
The "Volcker shock" in U.S. monetary policy refers to the dramatic interest rate hikes and tight monetary stance of the early 1980s aimed at breaking entrenched inflation, which triggered a deep recession but ultimately restored price stability and reshaped central banking practice.
-
C.
Friedman
Friedman is a common Ashkenazi Jewish surname borne by numerous notable individuals across fields such as economics, science, and the arts.
-
D.
On the Theory of Economic Policy
On the Theory of Economic Policy is a foundational work in economics by Jan Tinbergen that systematically analyzes how governments can design and coordinate economic policies using formal models and quantitative methods.
-
E.
New Neoclassical Synthesis
The New Neoclassical Synthesis is a macroeconomic framework that blends key elements of New Keynesian and New Classical theories, using microfounded models with rational expectations and nominal rigidities to analyze monetary and fiscal policy.
- 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_69a88aa51b388190949868ec9766e587 |
completed | March 4, 2026, 7:40 p.m. |
| NER | Named-entity recognition | batch_69abc069e0ac8190bcda8cba9f5c7a5d |
completed | March 7, 2026, 6:06 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae656a1f788190a08c3283bfedb6f4 |
completed | March 9, 2026, 6:15 a.m. |
Created at: March 4, 2026, 7:47 p.m.