Triple
T7836344
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | CCNP DevNet Professional |
E181697
|
entity |
| Predicate | belongsToVendorProgram |
P16656
|
FINISHED |
| Object |
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.
|
E698769
|
NE FINISHED |
How this triple was built (5 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 DevNet | Statement: [CCNP DevNet Professional, belongsToVendorProgram, Cisco DevNet]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Cisco DevNet Context triple: [CCNP DevNet Professional, belongsToVendorProgram, Cisco DevNet]
-
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 Networking Academy
Cisco Networking Academy is a global IT and cybersecurity education program that provides training and certifications in networking and related technologies through schools, colleges, and online platforms.
-
C.
Cisco DNA Center
Cisco DNA Center is a centralized, intent-based network management and automation platform for designing, provisioning, monitoring, and securing Cisco enterprise networks.
-
D.
Cisco ACI
Cisco ACI is Cisco’s software-defined networking (SDN) solution that provides centralized, policy-based automation and management for data center networks.
-
E.
Cisco NX‑OS
Cisco NX‑OS is a data center–focused network operating system designed for high-performance, highly available switching and routing on Cisco’s Nexus platform.
- 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 DevNet Triple: [CCNP DevNet Professional, belongsToVendorProgram, Cisco DevNet]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Cisco DevNet Target entity description: 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.
-
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 Networking Academy
Cisco Networking Academy is a global IT and cybersecurity education program that provides training and certifications in networking and related technologies through schools, colleges, and online platforms.
-
C.
Cisco DNA Center
Cisco DNA Center is a centralized, intent-based network management and automation platform for designing, provisioning, monitoring, and securing Cisco enterprise networks.
-
D.
Cisco ACI
Cisco ACI is Cisco’s software-defined networking (SDN) solution that provides centralized, policy-based automation and management for data center networks.
-
E.
Cisco NX‑OS
Cisco NX‑OS is a data center–focused network operating system designed for high-performance, highly available switching and routing on Cisco’s Nexus platform.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: belongsToVendorProgram Context triple: [CCNP DevNet Professional, belongsToVendorProgram, Cisco DevNet]
-
A.
belongsToProgram
chosen
Indicates that an entity is a member of, or is associated with, a specific program.
-
B.
associatedWithUpgradePrograms
Indicates a relationship where an entity is linked to, participates in, or is covered by one or more upgrade programs.
-
C.
eligibleVendors
Indicates that certain vendors meet the required criteria or conditions to be considered eligible for a specified purpose or process.
-
D.
hasAwardProgram
Indicates that an entity maintains or offers a formal award or recognition program.
-
E.
hasContributorProgram
Indicates that an entity operates or participates in a formal program through which contributors can submit work, content, or support.
- F. None of above.
Provenance (6 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_69cb762dd8348190bf74be4e7f5df1e7 |
completed | March 31, 2026, 7:22 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cbb24068908190977b266366e5ceea |
completed | March 31, 2026, 11:38 a.m. |
| PD | Predicate disambiguation | batch_69cae91e98988190abd4ece75932c589 |
completed | March 30, 2026, 9:20 p.m. |
Created at: March 30, 2026, 4:46 p.m.