Triple
T9486432
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | John Cochrane |
E228772
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
The Equity Premium in Retrospect
"The Equity Premium in Retrospect" is a highly influential paper by John Cochrane that surveys and analyzes the historical equity premium puzzle and its implications for asset pricing theory.
|
E802232
|
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: The Equity Premium in Retrospect | Statement: [John Cochrane, notableWork, The Equity Premium in Retrospect]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The Equity Premium in Retrospect Context triple: [John Cochrane, notableWork, The Equity Premium in Retrospect]
-
A.
Lucas asset pricing model
The Lucas asset pricing model is a foundational rational expectations framework in macro-finance that explains asset prices through representative-agent intertemporal consumption choices under uncertainty.
-
B.
“Liquidity Preference as Behavior Towards Risk”
“Liquidity Preference as Behavior Towards Risk” is a seminal 1958 paper by economist James Tobin that reformulates Keynesian liquidity preference theory using modern portfolio theory to explain money demand as a response to risk and uncertainty.
-
C.
Fama–French three-factor model
The Fama–French three-factor model is a widely used asset pricing framework that extends the traditional CAPM by explaining stock returns through market risk, company size, and value factors.
-
D.
Fisherian intertemporal choice theory
Fisherian intertemporal choice theory is an economic framework, developed by Irving Fisher, that explains how rational individuals allocate consumption and savings over time to maximize lifetime utility given their income, preferences, and interest rates.
-
E.
Inequality Reexamined
Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
- 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: The Equity Premium in Retrospect Triple: [John Cochrane, notableWork, The Equity Premium in Retrospect]
Generated description
"The Equity Premium in Retrospect" is a highly influential paper by John Cochrane that surveys and analyzes the historical equity premium puzzle and its implications for asset pricing theory.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: The Equity Premium in Retrospect Target entity description: "The Equity Premium in Retrospect" is a highly influential paper by John Cochrane that surveys and analyzes the historical equity premium puzzle and its implications for asset pricing theory.
-
A.
Lucas asset pricing model
The Lucas asset pricing model is a foundational rational expectations framework in macro-finance that explains asset prices through representative-agent intertemporal consumption choices under uncertainty.
-
B.
“Liquidity Preference as Behavior Towards Risk”
“Liquidity Preference as Behavior Towards Risk” is a seminal 1958 paper by economist James Tobin that reformulates Keynesian liquidity preference theory using modern portfolio theory to explain money demand as a response to risk and uncertainty.
-
C.
Fama–French three-factor model
The Fama–French three-factor model is a widely used asset pricing framework that extends the traditional CAPM by explaining stock returns through market risk, company size, and value factors.
-
D.
Fisherian intertemporal choice theory
Fisherian intertemporal choice theory is an economic framework, developed by Irving Fisher, that explains how rational individuals allocate consumption and savings over time to maximize lifetime utility given their income, preferences, and interest rates.
-
E.
Inequality Reexamined
Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
- 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_69ca84730a5081908de282651019bf2f |
completed | March 30, 2026, 2:10 p.m. |
| NER | Named-entity recognition | batch_69cd8051303881909566126a2688e41c |
completed | April 1, 2026, 8:30 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d12d1326b8819084c6d9490b7a96dc |
completed | April 4, 2026, 3:24 p.m. |
| NEDg | Description generation | batch_69d12df73e3c819095f69e2b61989bb1 |
completed | April 4, 2026, 3:27 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69d12e6ed8988190bd1f4b6881db5e63 |
completed | April 4, 2026, 3:29 p.m. |
Created at: March 30, 2026, 7:55 p.m.