Triple

T8672987
Position Surface form Disambiguated ID Type / Status
Subject William Stallings E205844 entity
Predicate notableWork P4 FINISHED
Object Network Security Essentials
Network Security Essentials is a widely used introductory textbook by William Stallings that explains fundamental concepts, technologies, and practices in network and internet security.
E749048 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: Network Security Essentials | Statement: [William Stallings, notableWork, Network Security Essentials]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Network Security Essentials
Context triple: [William Stallings, notableWork, Network Security Essentials]
  • A. Network Access Protection
    Network Access Protection is a Microsoft security technology that enforces health compliance policies on computers before they are granted access to a network.
  • B. Network Infrastructure
    Network Infrastructure is a Nokia business segment focused on providing networking hardware, software, and services that enable high-performance, reliable communication networks for service providers and enterprises.
  • C. The Essence of Security
    "The Essence of Security" is a book by former U.S. Secretary of Defense Robert McNamara that outlines his views on national security, nuclear strategy, and defense policy during the Cold War.
  • D. Cyber Gateway
    Cyber Gateway is a prominent IT office complex and architectural landmark in Hyderabad’s HITEC City, housing numerous technology and business firms.
  • E. Computer Networks
    Computer Networks is a widely used textbook that provides a comprehensive introduction to the principles, architectures, and protocols underlying modern computer networking.
  • 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: Network Security Essentials
Triple: [William Stallings, notableWork, Network Security Essentials]
Generated description
Network Security Essentials is a widely used introductory textbook by William Stallings that explains fundamental concepts, technologies, and practices in network and internet security.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Network Security Essentials
Target entity description: Network Security Essentials is a widely used introductory textbook by William Stallings that explains fundamental concepts, technologies, and practices in network and internet security.
  • A. Network Access Protection
    Network Access Protection is a Microsoft security technology that enforces health compliance policies on computers before they are granted access to a network.
  • B. Network Infrastructure
    Network Infrastructure is a Nokia business segment focused on providing networking hardware, software, and services that enable high-performance, reliable communication networks for service providers and enterprises.
  • C. The Essence of Security
    "The Essence of Security" is a book by former U.S. Secretary of Defense Robert McNamara that outlines his views on national security, nuclear strategy, and defense policy during the Cold War.
  • D. Cyber Gateway
    Cyber Gateway is a prominent IT office complex and architectural landmark in Hyderabad’s HITEC City, housing numerous technology and business firms.
  • E. Computer Networks
    Computer Networks is a widely used textbook that provides a comprehensive introduction to the principles, architectures, and protocols underlying modern computer networking.
  • 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_69ca83529a9c8190b5c075b4f14636ed completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc491b807c81909563a34a947bc21a completed March 31, 2026, 10:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69cecd43c91c8190a9d1e5d14d764530 completed April 2, 2026, 8:10 p.m.
NEDg Description generation batch_69ceceaab52c819082ecea1bcc38def8 completed April 2, 2026, 8:16 p.m.
NED2 Entity disambiguation (via description) batch_69cecf962f28819090fb93b6a7a2784b completed April 2, 2026, 8:20 p.m.
Created at: March 30, 2026, 6:31 p.m.