Triple
T7836330
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | CCNP DevNet Professional |
E181697
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object |
Cisco Certified DevNet Expert
Cisco Certified DevNet Expert is Cisco’s highest-level DevNet certification, validating expert skills in designing, automating, and programming complex network solutions using Cisco platforms and APIs.
|
E699330
|
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: Cisco Certified DevNet Expert | Statement: [CCNP DevNet Professional, relatedTo, Cisco Certified DevNet Expert]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Cisco Certified DevNet Expert Context triple: [CCNP DevNet Professional, relatedTo, Cisco Certified DevNet Expert]
-
A.
CCNP DevNet Professional
CCNP DevNet Professional is a Cisco professional-level certification focused on software development, automation, and programmability for Cisco platforms and network environments.
-
B.
Cisco Certified Network Professional
Cisco Certified Network Professional is an advanced-level IT certification that validates a professional’s ability to plan, implement, verify, and troubleshoot local and wide-area enterprise networks.
-
C.
Cisco Certified Internetwork Expert
Cisco Certified Internetwork Expert (CCIE) is an expert-level networking certification that validates advanced skills in designing, implementing, and troubleshooting complex enterprise network infrastructures.
-
D.
CCNP Data Center
CCNP Data Center is a professional-level Cisco certification that validates advanced skills in designing, implementing, and managing modern data center infrastructure and technologies.
-
E.
Cisco Certified Network Associate
Cisco Certified Network Associate (CCNA) is an entry-level IT certification that validates foundational skills in networking, IP connectivity, security, and related technologies for Cisco-based and general network environments.
- 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: Cisco Certified DevNet Expert Triple: [CCNP DevNet Professional, relatedTo, Cisco Certified DevNet Expert]
Generated description
Cisco Certified DevNet Expert is Cisco’s highest-level DevNet certification, validating expert skills in designing, automating, and programming complex network solutions using Cisco platforms and APIs.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Cisco Certified DevNet Expert Target entity description: Cisco Certified DevNet Expert is Cisco’s highest-level DevNet certification, validating expert skills in designing, automating, and programming complex network solutions using Cisco platforms and APIs.
-
A.
CCNP DevNet Professional
CCNP DevNet Professional is a Cisco professional-level certification focused on software development, automation, and programmability for Cisco platforms and network environments.
-
B.
Cisco Certified Network Professional
Cisco Certified Network Professional is an advanced-level IT certification that validates a professional’s ability to plan, implement, verify, and troubleshoot local and wide-area enterprise networks.
-
C.
Cisco Certified Internetwork Expert
Cisco Certified Internetwork Expert (CCIE) is an expert-level networking certification that validates advanced skills in designing, implementing, and troubleshooting complex enterprise network infrastructures.
-
D.
Cisco DevNet
Cisco DevNet is Cisco’s developer program and community that provides tools, APIs, learning resources, and certifications for building and automating network and IT solutions on Cisco platforms.
-
E.
CCNP Data Center
CCNP Data Center is a professional-level Cisco certification that validates advanced skills in designing, implementing, and managing modern data center infrastructure and technologies.
- 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_69ca8284a25c8190a1a20afad30da792 |
completed | March 30, 2026, 2:02 p.m. |
| NER | Named-entity recognition | batch_69cb064cb7e081909e88419863d94dfe |
completed | March 30, 2026, 11:25 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cb5aad325c8190bced57e8380bc729 |
completed | March 31, 2026, 5:25 a.m. |
| NEDg | Description generation | batch_69cb762ce6208190a24438e26ae83785 |
completed | March 31, 2026, 7:22 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cbb615dc248190b57b4fc7c430517f |
completed | March 31, 2026, 11:55 a.m. |
Created at: March 30, 2026, 4:46 p.m.