Triple
T13037972
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Greg Kaplan |
E326612
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
“What Would You Do With $500? Spending Responses to Gains, Losses, News, and Loans”
“What Would You Do With $500? Spending Responses to Gains, Losses, News, and Loans” is an economics research paper by Greg Kaplan that analyzes how households say they would adjust their spending in response to unexpected financial changes such as windfalls, losses, new information, or borrowing opportunities.
|
E1016916
|
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: “What Would You Do With $500? Spending Responses to Gains, Losses, News, and Loans” | Statement: [Greg Kaplan, notableWork, “What Would You Do With $500? Spending Responses to Gains, Losses, News, and Loans”]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: “What Would You Do With $500? Spending Responses to Gains, Losses, News, and Loans” Context triple: [Greg Kaplan, notableWork, “What Would You Do With $500? Spending Responses to Gains, Losses, News, and Loans”]
-
A.
Misbehaving: The Making of Behavioral Economics
Misbehaving: The Making of Behavioral Economics is a popular science book by economist Richard H. Thaler that chronicles the development of behavioral economics through personal anecdotes, experiments, and challenges to traditional economic theory.
-
B.
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.
-
C.
Nudge: Improving Decisions About Health, Wealth, and Happiness
"Nudge: Improving Decisions About Health, Wealth, and Happiness" is a popular behavioral economics book by Richard Thaler and Cass Sunstein that explains how subtle changes in choice architecture can steer people toward better decisions without restricting their freedom.
-
D.
Quasi Rational Economics
Quasi Rational Economics is a collection of influential essays by Richard H. Thaler that helped establish behavioral economics by challenging the assumption of fully rational decision-making in traditional economic theory.
-
E.
Why Nudge?
"Why Nudge?" is a book by legal scholar Cass Sunstein that examines the ethics and policy implications of using behavioral economics and choice architecture to influence people's decisions.
- 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: “What Would You Do With $500? Spending Responses to Gains, Losses, News, and Loans” Triple: [Greg Kaplan, notableWork, “What Would You Do With $500? Spending Responses to Gains, Losses, News, and Loans”]
Generated description
“What Would You Do With $500? Spending Responses to Gains, Losses, News, and Loans” is an economics research paper by Greg Kaplan that analyzes how households say they would adjust their spending in response to unexpected financial changes such as windfalls, losses, new information, or borrowing opportunities.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: “What Would You Do With $500? Spending Responses to Gains, Losses, News, and Loans” Target entity description: “What Would You Do With $500? Spending Responses to Gains, Losses, News, and Loans” is an economics research paper by Greg Kaplan that analyzes how households say they would adjust their spending in response to unexpected financial changes such as windfalls, losses, new information, or borrowing opportunities.
-
A.
Misbehaving: The Making of Behavioral Economics
Misbehaving: The Making of Behavioral Economics is a popular science book by economist Richard H. Thaler that chronicles the development of behavioral economics through personal anecdotes, experiments, and challenges to traditional economic theory.
-
B.
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.
-
C.
Nudge: Improving Decisions About Health, Wealth, and Happiness
"Nudge: Improving Decisions About Health, Wealth, and Happiness" is a popular behavioral economics book by Richard Thaler and Cass Sunstein that explains how subtle changes in choice architecture can steer people toward better decisions without restricting their freedom.
-
D.
Quasi Rational Economics
Quasi Rational Economics is a collection of influential essays by Richard H. Thaler that helped establish behavioral economics by challenging the assumption of fully rational decision-making in traditional economic theory.
-
E.
Why Nudge?
"Why Nudge?" is a book by legal scholar Cass Sunstein that examines the ethics and policy implications of using behavioral economics and choice architecture to influence people's decisions.
- 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_69d8076cc45c81908123123f43e69266 |
completed | April 9, 2026, 8:09 p.m. |
| NER | Named-entity recognition | batch_69d9804b743c8190810dc5c14bc6d912 |
completed | April 10, 2026, 10:57 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6cbd12eec81908ad5dae638c2210e |
completed | May 3, 2026, 4:15 a.m. |
| NEDg | Description generation | batch_69f6cdc285788190a05a51295306f087 |
completed | May 3, 2026, 4:23 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f6ceb0d3008190ae17919d26418078 |
completed | May 3, 2026, 4:27 a.m. |
Created at: April 9, 2026, 8:55 p.m.