Triple
T37547128
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Wahba problem in spline smoothing |
E933493
|
entity |
| Predicate | smoothingParameterRole |
P97142
|
FINISHED |
| Object | controls tradeoff between fit and smoothness |
—
|
LITERAL 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: controls tradeoff between fit and smoothness | Statement: [Wahba problem in spline smoothing, smoothingParameterRole, controls tradeoff between fit and smoothness]
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: smoothingParameterRole Context triple: [Wahba problem in spline smoothing, smoothingParameterRole, controls tradeoff between fit and smoothness]
-
A.
parametrizes
chosen
Indicates that one entity defines or controls the variable parameters that determine the behavior, form, or configuration of another entity.
-
B.
regularizationControlledBy
Indicates that the regularization applied in a process, model, or system is governed, adjusted, or determined by a specific controlling factor or mechanism.
-
C.
smoothness
Indicates the degree to which a surface or transition is even, continuous, and free from roughness or abrupt changes.
-
D.
isSmoothedVersionOf
Indicates that one entity is a modified form of another in which variations or irregularities have been reduced to create a smoother representation.
-
E.
typicalParameterBeta
Indicates that the referenced value is the typical or standard beta parameter used in a model, distribution, or process.
- F. None of above.
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_69f76eca55bc8190acf25741793d5dac |
completed | May 3, 2026, 3:50 p.m. |
| NER | Named-entity recognition | batch_69fba5eec0448190a5e6f0c43fdcd0e3 |
completed | May 6, 2026, 8:34 p.m. |
| PD | Predicate disambiguation | batch_69fba34edd548190bfa980e6e16e0a88 |
completed | May 6, 2026, 8:23 p.m. |
Created at: May 3, 2026, 4:17 p.m.