Triple
T9486434
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | John Cochrane |
E228772
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Macro-Finance
Macro-Finance is a field of economics that studies how macroeconomic conditions and risks are linked to asset prices and financial markets, often using models that connect consumption, investment, and returns over time.
|
E802234
|
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: Macro-Finance | Statement: [John Cochrane, notableWork, Macro-Finance]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Macro-Finance Context triple: [John Cochrane, notableWork, Macro-Finance]
-
A.
“Macroeconomics”
“Macroeconomics” is a widely used economics textbook that provides a comprehensive introduction to the behavior and performance of an economy as a whole, including topics like inflation, unemployment, and economic growth.
-
B.
OECD Financial Market Trends
OECD Financial Market Trends is a periodic publication that analyzes developments, policies, and structural issues in global financial markets from the perspective of the Organisation for Economic Co-operation and Development.
-
C.
Corp Fin
Corp Fin is the U.S. Securities and Exchange Commission’s Division of Corporation Finance, which oversees corporate disclosures to protect investors and ensure fair securities markets.
-
D.
The Global Financial Environment
The Global Financial Environment refers to the overall conditions, trends, and risks in international financial markets and institutions that influence global economic stability and growth.
-
E.
Advanced Macroeconomics
Advanced Macroeconomics is a widely used graduate-level textbook that presents modern macroeconomic theory with a rigorous, microfounded, and mathematically formal 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: Macro-Finance Triple: [John Cochrane, notableWork, Macro-Finance]
Generated description
Macro-Finance is a field of economics that studies how macroeconomic conditions and risks are linked to asset prices and financial markets, often using models that connect consumption, investment, and returns over time.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Macro-Finance Target entity description: Macro-Finance is a field of economics that studies how macroeconomic conditions and risks are linked to asset prices and financial markets, often using models that connect consumption, investment, and returns over time.
-
A.
“Macroeconomics”
“Macroeconomics” is a widely used economics textbook that provides a comprehensive introduction to the behavior and performance of an economy as a whole, including topics like inflation, unemployment, and economic growth.
-
B.
OECD Financial Market Trends
OECD Financial Market Trends is a periodic publication that analyzes developments, policies, and structural issues in global financial markets from the perspective of the Organisation for Economic Co-operation and Development.
-
C.
Corp Fin
Corp Fin is the U.S. Securities and Exchange Commission’s Division of Corporation Finance, which oversees corporate disclosures to protect investors and ensure fair securities markets.
-
D.
The Global Financial Environment
The Global Financial Environment refers to the overall conditions, trends, and risks in international financial markets and institutions that influence global economic stability and growth.
-
E.
Advanced Macroeconomics
Advanced Macroeconomics is a widely used graduate-level textbook that presents modern macroeconomic theory with a rigorous, microfounded, and mathematically formal 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.