Triple

T7482268
Position Surface form Disambiguated ID Type / Status
Subject Jon Oberheide E176788 entity
Predicate hasGivenTalkAt P10206 FINISHED
Object Black Hat security conference
The Black Hat security conference is a leading global event where cybersecurity professionals, researchers, and hackers gather to present cutting-edge security research, vulnerabilities, and defensive techniques.
E666769 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: Black Hat security conference | Statement: [Jon Oberheide, hasGivenTalkAt, Black Hat security conference]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Black Hat security conference
Context triple: [Jon Oberheide, hasGivenTalkAt, Black Hat security conference]
  • A. OSCON open source convention
    OSCON (Open Source Convention) is a major annual technology conference focused on open source software, drawing developers, technologists, and business leaders for talks, tutorials, and community collaboration.
  • B. Blackhat
    Blackhat is a 2015 cyber-thriller film directed by Michael Mann that follows a convicted hacker recruited to help track down a high-level cybercrime network.
  • C. BarCamp
    BarCamp is an open, participatory “unconference” format where attendees collaboratively set the agenda and share knowledge through informal sessions.
  • D. SACMAT
    SACMAT is an annual ACM conference focused on research and advances in access control, security, and trust management in computer systems.
  • E. IDG World Expo
    IDG World Expo is a trade show and conference organizer known for producing major technology events and exhibitions worldwide.
  • 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: Black Hat security conference
Triple: [Jon Oberheide, hasGivenTalkAt, Black Hat security conference]
Generated description
The Black Hat security conference is a leading global event where cybersecurity professionals, researchers, and hackers gather to present cutting-edge security research, vulnerabilities, and defensive techniques.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Black Hat security conference
Target entity description: The Black Hat security conference is a leading global event where cybersecurity professionals, researchers, and hackers gather to present cutting-edge security research, vulnerabilities, and defensive techniques.
  • A. OSCON open source convention
    OSCON (Open Source Convention) is a major annual technology conference focused on open source software, drawing developers, technologists, and business leaders for talks, tutorials, and community collaboration.
  • B. Blackhat
    Blackhat is a 2015 cyber-thriller film directed by Michael Mann that follows a convicted hacker recruited to help track down a high-level cybercrime network.
  • C. BarCamp
    BarCamp is an open, participatory “unconference” format where attendees collaboratively set the agenda and share knowledge through informal sessions.
  • D. SACMAT
    SACMAT is an annual ACM conference focused on research and advances in access control, security, and trust management in computer systems.
  • E. IDG World Expo
    IDG World Expo is a trade show and conference organizer known for producing major technology events and exhibitions worldwide.
  • 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_69c69f24ac508190bb98fe927c0bd065 completed March 27, 2026, 3:15 p.m.
NER Named-entity recognition batch_69c6f5374bb08190bdf6ca72a3d0cd1c completed March 27, 2026, 9:23 p.m.
NED1 Entity disambiguation (via context triple) batch_69c83498965481909367681b63c5db63 completed March 28, 2026, 8:05 p.m.
NEDg Description generation batch_69c835cf7a58819095ed79b84f935a84 completed March 28, 2026, 8:10 p.m.
NED2 Entity disambiguation (via description) batch_69c8366b2fcc8190bd8b07a54a848721 completed March 28, 2026, 8:13 p.m.
Created at: March 27, 2026, 3:42 p.m.