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.