Triple
T11507965
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Robert J. Barro |
E272833
|
entity |
| Predicate | hasNotableWork |
P4
|
FINISHED |
| Object | “Macroeconomics” |
E280233
|
NE FINISHED |
How this triple was built (2 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: “Macroeconomics” | Statement: [Robert J. Barro, hasNotableWork, “Macroeconomics”]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: “Macroeconomics” Context triple: [Robert J. Barro, hasNotableWork, “Macroeconomics”]
-
A.
“Macroeconomics”
chosen
“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.
"Principles of Macroeconomics"
"Principles of Macroeconomics" is a widely used introductory economics textbook that presents core macroeconomic concepts such as GDP, inflation, unemployment, and monetary and fiscal policy in a clear, accessible manner.
-
C.
“Macroeconomic Policy in a World Economy”
“Macroeconomic Policy in a World Economy” is an influential economics book that analyzes how monetary and fiscal policies operate and interact in an open, globally integrated economy.
-
D.
"Principles of Microeconomics"
"Principles of Microeconomics" is a widely used introductory economics textbook that explains the fundamental concepts and tools of microeconomic analysis for undergraduate students.
-
E.
"Principles of Economics"
"Principles of Economics" is a widely used introductory economics textbook by Gregory Mankiw that presents core microeconomic and macroeconomic concepts in an accessible, principles-based framework.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d6aae2c3748190bed2ea50dfb160dc |
completed | April 8, 2026, 7:22 p.m. |
| NER | Named-entity recognition | batch_69d86db43a648190be859bec2fe9f43b |
completed | April 10, 2026, 3:25 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e624f5c9608190bde28a59860b3c93 |
completed | April 20, 2026, 1:07 p.m. |
Created at: April 8, 2026, 9:36 p.m.