Triple
T9529291
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Brooks's law |
E229843
|
entity |
| Predicate | relatedConcept |
P37
|
FINISHED |
| Object | Law of diminishing marginal productivity |
E781042
|
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: Law of diminishing marginal productivity | Statement: [Brooks's law, relatedConcept, Law of diminishing marginal productivity]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Law of diminishing marginal productivity Context triple: [Brooks's law, relatedConcept, Law of diminishing marginal productivity]
-
A.
law of diminishing returns
chosen
The law of diminishing returns is an economic principle stating that as more of a variable input is added to a fixed set of resources, the additional output produced from each extra unit of input eventually decreases.
-
B.
Kaldor–Verdoorn law
The Kaldor–Verdoorn law is an economic principle that posits a positive relationship between the growth of output and the growth of labor productivity, often used to explain cumulative and self-reinforcing processes in industrial growth.
-
C.
Leontief production function
The Leontief production function is an economic model of production that assumes fixed input proportions with no substitutability between factors, often used in input–output analysis.
-
D.
theory of marginal utility
The theory of marginal utility is an economic concept explaining how the value of a good or service is determined by the additional satisfaction or benefit gained from consuming one more unit of it.
-
E.
Jevons paradox
Jevons paradox is an economic observation that increased efficiency in using a resource can lead to higher overall consumption of that resource rather than a reduction.
- 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_69ca8479934c81908006d0e6e970ae05 |
completed | March 30, 2026, 2:11 p.m. |
| NER | Named-entity recognition | batch_69cd98b1b93481909812245ac14e4988 |
completed | April 1, 2026, 10:14 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69d14c30c6008190b2eff99d74f18070 |
completed | April 4, 2026, 5:36 p.m. |
Created at: March 30, 2026, 8 p.m.