Triple
T7858545
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | ML.NET |
E182435
|
entity |
| Predicate | hasComponent |
P35
|
FINISHED |
| Object |
PredictionEngine
PredictionEngine is an ML.NET API component that provides a simple, strongly typed interface for making single-record predictions with trained machine learning models in .NET applications.
|
E700880
|
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: PredictionEngine | Statement: [ML.NET, hasComponent, PredictionEngine]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: PredictionEngine Context triple: [ML.NET, hasComponent, PredictionEngine]
-
A.
LogisticRegression
LogisticRegression is a scikit-learn machine learning estimator that models the probability of class membership using a linear decision boundary with logistic (sigmoid) or related link functions.
-
B.
Presagio
Presagio is a novel by Italian writer Andrea Molesini, known for its evocative prose and exploration of complex human emotions.
-
C.
Forecast evaluation report
The Forecast evaluation report is an analytical publication that reviews and assesses the accuracy and performance of the UK’s official economic and fiscal forecasts.
-
D.
Robust.AI
Robust.AI is a robotics company focused on building practical, intelligent robot systems for real-world environments, co-founded by renowned roboticist Rodney Brooks.
-
E.
Experience and Prediction
Experience and Prediction is a seminal philosophical work by Hans Reichenbach that develops a logical and probabilistic foundation for scientific knowledge and induction within the framework of logical empiricism.
- 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: PredictionEngine Triple: [ML.NET, hasComponent, PredictionEngine]
Generated description
PredictionEngine is an ML.NET API component that provides a simple, strongly typed interface for making single-record predictions with trained machine learning models in .NET applications.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: PredictionEngine Target entity description: PredictionEngine is an ML.NET API component that provides a simple, strongly typed interface for making single-record predictions with trained machine learning models in .NET applications.
-
A.
LogisticRegression
LogisticRegression is a scikit-learn machine learning estimator that models the probability of class membership using a linear decision boundary with logistic (sigmoid) or related link functions.
-
B.
Presagio
Presagio is a novel by Italian writer Andrea Molesini, known for its evocative prose and exploration of complex human emotions.
-
C.
Forecast evaluation report
The Forecast evaluation report is an analytical publication that reviews and assesses the accuracy and performance of the UK’s official economic and fiscal forecasts.
-
D.
Robust.AI
Robust.AI is a robotics company focused on building practical, intelligent robot systems for real-world environments, co-founded by renowned roboticist Rodney Brooks.
-
E.
Experience and Prediction
Experience and Prediction is a seminal philosophical work by Hans Reichenbach that develops a logical and probabilistic foundation for scientific knowledge and induction within the framework of logical empiricism.
- 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_69ca82887fd48190975896bf38c4596b |
completed | March 30, 2026, 2:02 p.m. |
| NER | Named-entity recognition | batch_69cb1a787c8c8190bcd9ed76cc7aa4c5 |
completed | March 31, 2026, 12:51 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cb5b38d7e08190a3459d1e0c6f4c6d |
completed | March 31, 2026, 5:27 a.m. |
| NEDg | Description generation | batch_69cb762fda2c81908ed508e12cabb938 |
completed | March 31, 2026, 7:22 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cbbf706e888190bfd08d9d78945c49 |
completed | March 31, 2026, 12:34 p.m. |
Created at: March 30, 2026, 4:52 p.m.