Triple

T1590592

Position	Surface form	Disambiguated ID	Type / Status
Subject	Cisco Certified Network Professional	`E34168`	entity
Predicate	hasTrack	`P3284`	FINISHED
Object	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.	`E181697`	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: CCNP DevNet Professional | Statement: [Cisco Certified Network Professional, hasTrack, CCNP DevNet Professional]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: CCNP DevNet Professional
Context triple: [Cisco Certified Network Professional, hasTrack, CCNP DevNet Professional]

A. CCIP
CCIP is the Paris Chamber of Commerce and Industry, a public institution that supports and represents businesses in the Paris region through services, training, and economic development initiatives.
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 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.
D. 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.
E. 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.
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: CCNP DevNet Professional
Triple: [Cisco Certified Network Professional, hasTrack, CCNP DevNet Professional]

Generated description

CCNP DevNet Professional is a Cisco professional-level certification focused on software development, automation, and programmability for Cisco platforms and network environments.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: CCNP DevNet Professional
Target entity description: CCNP DevNet Professional is a Cisco professional-level certification focused on software development, automation, and programmability for Cisco platforms and network environments.

A. CCIP
CCIP is the Paris Chamber of Commerce and Industry, a public institution that supports and represents businesses in the Paris region through services, training, and economic development initiatives.
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 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.
D. 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.
E. 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.
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_69a885fceb2c8190b47e0f7c0aefbff0`	completed	March 4, 2026, 7:20 p.m.
NER	Named-entity recognition	`batch_69aa621526e8819097d8c5330e527ed3`	completed	March 6, 2026, 5:11 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69ad46a0f5348190ae3fe8033360d800`	completed	March 8, 2026, 9:51 a.m.
NEDg	Description generation	`batch_69ad4a938fb08190b462fc72e1e77ed8`	completed	March 8, 2026, 10:08 a.m.
NED2	Entity disambiguation (via description)	`batch_69ad4b0e62ac81908a51d36f9e3677fe`	completed	March 8, 2026, 10:10 a.m.

Created at: March 4, 2026, 7:27 p.m.