Triple
T7836336
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | CCNP DevNet Professional |
E181697
|
entity |
| Predicate | hasPrerequisiteRecommendation |
P69953
|
FINISHED |
| Object | 3 to 5 years of experience with software development or automation (recommended) |
—
|
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: 3 to 5 years of experience with software development or automation (recommended) | Statement: [CCNP DevNet Professional, hasPrerequisiteRecommendation, 3 to 5 years of experience with software development or automation (recommended)]
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: hasPrerequisiteRecommendation Context triple: [CCNP DevNet Professional, hasPrerequisiteRecommendation, 3 to 5 years of experience with software development or automation (recommended)]
-
A.
hasRecommendedActivity
chosen
Indicates that one entity suggests or endorses a particular activity for another entity to perform or engage in.
-
B.
implementsRecommendationOf
Indicates that one entity carries out or puts into practice a recommendation that was proposed or issued by another entity.
-
C.
canIssueRecommendations
Indicates that an entity has the authority or capability to provide formal recommendations to another entity or about a particular matter.
-
D.
commendedFor
Indicates that one entity has expressed praise or approval toward another entity specifically because of a particular action, quality, or achievement.
-
E.
dialogRequirement
Indicates that a certain condition, piece of information, or interaction must occur within a dialog or conversation for a related action, state, or process to proceed or be considered valid.
- 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_69ca8284a25c8190a1a20afad30da792 |
completed | March 30, 2026, 2:02 p.m. |
| NER | Named-entity recognition | batch_69cb064cb7e081909e88419863d94dfe |
completed | March 30, 2026, 11:25 p.m. |
| PD | Predicate disambiguation | batch_69cae91e98988190abd4ece75932c589 |
completed | March 30, 2026, 9:20 p.m. |
Created at: March 30, 2026, 4:46 p.m.