Triple
T9486441
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | John Cochrane |
E228772
|
entity |
| Predicate | writesBlog |
P56251
|
FINISHED |
| Object |
The Grumpy Economist
The Grumpy Economist is an economics blog by University of Chicago–affiliated economist John Cochrane, known for its free-market perspectives and in-depth commentary on macroeconomics, finance, and public policy.
|
E802235
|
NE FINISHED |
How this triple was built (5 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 Grumpy Economist | Statement: [John Cochrane, writesBlog, The Grumpy Economist]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The Grumpy Economist Context triple: [John Cochrane, writesBlog, The Grumpy Economist]
-
A.
Economica
Economica is a long-running, peer-reviewed academic journal in economics known for publishing influential theoretical and empirical research.
-
B.
Meme Wars: The Creative Destruction of Neoclassical Economics
Meme Wars: The Creative Destruction of Neoclassical Economics is a critical, visually driven book that challenges mainstream economic theory and its cultural impact through essays, graphics, and activist perspectives.
-
C.
An Economist in the Real World
An Economist in the Real World is a book by economist Kaushik Basu that reflects on applying economic theory to real-world policy-making and development challenges, drawing on his experience in government and international institutions.
-
D.
Economics: The User’s Guide
Economics: The User’s Guide is an accessible introductory book by economist Ha-Joon Chang that explains key economic ideas, debates, and real-world applications for general readers.
-
E.
The Return of Depression Economics
The Return of Depression Economics is a book by economist Paul Krugman that analyzes modern financial crises through the lens of Great Depression-era economics and argues for active government intervention to prevent and mitigate economic downturns.
- 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 Grumpy Economist Triple: [John Cochrane, writesBlog, The Grumpy Economist]
Generated description
The Grumpy Economist is an economics blog by University of Chicago–affiliated economist John Cochrane, known for its free-market perspectives and in-depth commentary on macroeconomics, finance, and public policy.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: The Grumpy Economist Target entity description: The Grumpy Economist is an economics blog by University of Chicago–affiliated economist John Cochrane, known for its free-market perspectives and in-depth commentary on macroeconomics, finance, and public policy.
-
A.
Economica
Economica is a long-running, peer-reviewed academic journal in economics known for publishing influential theoretical and empirical research.
-
B.
Meme Wars: The Creative Destruction of Neoclassical Economics
Meme Wars: The Creative Destruction of Neoclassical Economics is a critical, visually driven book that challenges mainstream economic theory and its cultural impact through essays, graphics, and activist perspectives.
-
C.
An Economist in the Real World
An Economist in the Real World is a book by economist Kaushik Basu that reflects on applying economic theory to real-world policy-making and development challenges, drawing on his experience in government and international institutions.
-
D.
Economics: The User’s Guide
Economics: The User’s Guide is an accessible introductory book by economist Ha-Joon Chang that explains key economic ideas, debates, and real-world applications for general readers.
-
E.
The Return of Depression Economics
The Return of Depression Economics is a book by economist Paul Krugman that analyzes modern financial crises through the lens of Great Depression-era economics and argues for active government intervention to prevent and mitigate economic downturns.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: writesBlog Context triple: [John Cochrane, writesBlog, The Grumpy Economist]
-
A.
writesBlogAt
chosen
Indicates that an entity authors or maintains a blog hosted at a specified website or platform.
-
B.
wrote
Indicates that an entity is the author or creator of a written work involving another entity.
-
C.
bloggingSince
Indicates the point in time when an entity began engaging in blogging.
-
D.
writingComponent
Indicates that one entity is a written part or element that contributes to the composition or structure of another entity.
-
E.
wroteIn
Indicates that an entity authored or composed something using a particular language, medium, or writing system.
- F. None of above.
Provenance (6 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. |
| PD | Predicate disambiguation | batch_69cca561e6b0819090aa795f3c3a2083 |
completed | April 1, 2026, 4:56 a.m. |
Created at: March 30, 2026, 7:55 p.m.