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.