Triple
T9303476
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | James Tobin |
E223823
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
“Asset Accumulation and Economic Activity”
“Asset Accumulation and Economic Activity” is an influential economic work by James Tobin that develops his theories on portfolio choice, capital accumulation, and their implications for macroeconomic dynamics and policy.
|
E790042
|
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: “Asset Accumulation and Economic Activity” | Statement: [James Tobin, notableWork, “Asset Accumulation and Economic Activity”]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: “Asset Accumulation and Economic Activity” Context triple: [James Tobin, notableWork, “Asset Accumulation and Economic Activity”]
-
A.
“On the Mechanics of Economic Development”
“On the Mechanics of Economic Development” is a seminal 1988 paper by economist Robert Lucas Jr. that helped found modern endogenous growth theory by explaining how human capital accumulation and externalities drive long-run economic growth.
-
B.
Introduction to Modern Economic Growth
Introduction to Modern Economic Growth is a comprehensive graduate-level textbook that rigorously develops the theory and empirics of long-run economic growth, with a strong emphasis on microfoundations and institutional factors.
-
C.
The Positive Theory of Capital
The Positive Theory of Capital is a foundational work in Austrian economics that systematically analyzes the nature of capital, interest, and time preference in the production process.
-
D.
The Nature of Capital and Income
The Nature of Capital and Income is a foundational economic treatise by Irving Fisher that rigorously analyzes the concepts of capital, income, and their interrelationship in value theory and interest.
-
E.
Theory of Economic Dynamics
Theory of Economic Dynamics is a seminal work by Michał Kalecki that develops a macroeconomic framework for analyzing business cycles, investment, and long-run growth under conditions of imperfect competition.
- 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: “Asset Accumulation and Economic Activity” Triple: [James Tobin, notableWork, “Asset Accumulation and Economic Activity”]
Generated description
“Asset Accumulation and Economic Activity” is an influential economic work by James Tobin that develops his theories on portfolio choice, capital accumulation, and their implications for macroeconomic dynamics and policy.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: “Asset Accumulation and Economic Activity” Target entity description: “Asset Accumulation and Economic Activity” is an influential economic work by James Tobin that develops his theories on portfolio choice, capital accumulation, and their implications for macroeconomic dynamics and policy.
-
A.
“On the Mechanics of Economic Development”
“On the Mechanics of Economic Development” is a seminal 1988 paper by economist Robert Lucas Jr. that helped found modern endogenous growth theory by explaining how human capital accumulation and externalities drive long-run economic growth.
-
B.
Introduction to Modern Economic Growth
Introduction to Modern Economic Growth is a comprehensive graduate-level textbook that rigorously develops the theory and empirics of long-run economic growth, with a strong emphasis on microfoundations and institutional factors.
-
C.
The Positive Theory of Capital
The Positive Theory of Capital is a foundational work in Austrian economics that systematically analyzes the nature of capital, interest, and time preference in the production process.
-
D.
The Nature of Capital and Income
The Nature of Capital and Income is a foundational economic treatise by Irving Fisher that rigorously analyzes the concepts of capital, income, and their interrelationship in value theory and interest.
-
E.
Theory of Economic Dynamics
Theory of Economic Dynamics is a seminal work by Michał Kalecki that develops a macroeconomic framework for analyzing business cycles, investment, and long-run growth under conditions of imperfect competition.
- 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_69ca8424d0f08190831e2e93c6533aeb |
completed | March 30, 2026, 2:09 p.m. |
| NER | Named-entity recognition | batch_69cd08d4c5e48190aa8c744a158e5fbb |
completed | April 1, 2026, noon |
| NED1 | Entity disambiguation (via context triple) | batch_69d0b26ae3c881909e88f0253e73f0ea |
completed | April 4, 2026, 6:40 a.m. |
| NEDg | Description generation | batch_69d0b3ba0bd88190873816ec7e7929a7 |
completed | April 4, 2026, 6:46 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69d0b49ec4c88190a48909e7022d7e60 |
completed | April 4, 2026, 6:50 a.m. |
Created at: March 30, 2026, 7:36 p.m.