Triple
T16270550
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | theory of marginal utility |
E394986
|
entity |
| Predicate | influenced |
P9
|
FINISHED |
| Object | Austrian School of economics |
E63019
|
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: Austrian School of economics | Statement: [theory of marginal utility, influenced, Austrian School of economics]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Austrian School of economics Context triple: [theory of marginal utility, influenced, Austrian School of economics]
-
A.
Austrian School of economics
chosen
The Austrian School of economics is a heterodox economic tradition that emphasizes methodological individualism, subjective value, and the importance of entrepreneurial discovery and market processes, strongly associated with thinkers like Ludwig von Mises and Friedrich Hayek.
-
B.
Freiburg School
The Freiburg School was a group of German economists and legal scholars in the early 20th century that developed ordoliberalism, advocating a strong legal framework to ensure competitive markets and prevent economic power concentration.
-
C.
Gothenburg School of Economics
Gothenburg School of Economics is a Swedish business school in Gothenburg known for training economists and business leaders, including notable industrialist Assar Gabrielsson.
-
D.
Austrian Economics Center
The Austrian Economics Center is a research and advocacy organization that promotes free-market principles and the ideas of the Austrian School of economics through publications, events, and policy analysis.
-
E.
Lausanne school of economics
The Lausanne school of economics is a neoclassical economic tradition centered around Léon Walras and Vilfredo Pareto, known for its rigorous mathematical formulation of general equilibrium theory.
- 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_69d87f221d8081909b0b2063e7528ba2 |
completed | April 10, 2026, 4:40 a.m. |
| NER | Named-entity recognition | batch_69e246099dd081908e268a1a0cf8a373 |
completed | April 17, 2026, 2:39 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a003c48c5cc8190ba99154e99942316 |
completed | May 10, 2026, 8:05 a.m. |
Created at: April 10, 2026, 5:05 a.m.