Triple
T7482240
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Jon Oberheide |
E176788
|
entity |
| Predicate | instanceOf |
P0
|
FINISHED |
| Object | cybersecurity researcher |
C6235
|
CONCEPT FINISHED |
How this triple was built (1 step)
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.
CD
Concept disambiguation
gpt-5-mini-2025-08-07
Target class: cybersecurity researcher Context triple: [Jon Oberheide, instanceOf, cybersecurity researcher]
-
A.
computer security specialist
chosen
A computer security specialist is a professional who protects computer systems, networks, and data from unauthorized access, attacks, and vulnerabilities by implementing, monitoring, and improving security measures.
-
B.
researcher
A researcher is an individual who systematically investigates questions or problems using structured methods to generate new knowledge, validate existing theories, or develop practical solutions.
-
C.
security advocate
A security advocate is a professional who champions, educates, and influences best practices in security across teams and organizations to reduce risk and promote a strong security culture.
-
D.
cybersecurity system
A cybersecurity system is an integrated set of tools, policies, and processes designed to protect digital assets, networks, and data from unauthorized access, attacks, and damage.
-
E.
machine learning researcher
A machine learning researcher is a specialist who develops, analyzes, and improves algorithms and models that enable computers to learn from data and make predictions or decisions.
- F. None of above.
Provenance (1 batch)
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_69c69f24ac508190bb98fe927c0bd065 |
completed | March 27, 2026, 3:15 p.m. |
Created at: March 27, 2026, 3:42 p.m.