Triple

T8249278
Position Surface form Disambiguated ID Type / Status
Subject Armitage E192915 entity
Predicate creator P184 FINISHED
Object Raphael Mudge
Raphael Mudge is a cybersecurity expert and software developer best known for creating the Armitage and Cobalt Strike penetration testing tools.
E721453 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: Raphael Mudge | Statement: [Armitage, creator, Raphael Mudge]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Raphael Mudge
Context triple: [Armitage, creator, Raphael Mudge]
  • A. Daniel Mudford
    Daniel Mudford is a British composer and musician best known for co-composing the score to the cult zombie comedy film "Shaun of the Dead."
  • B. Anthony Peckham
    Anthony Peckham is a South African–born screenwriter best known for scripting films such as "Invictus" and "Sherlock Holmes."
  • C. Martin Rabbett
    Martin Rabbett is an American actor and producer best known for his long-term personal and professional partnership with actor Richard Chamberlain.
  • D. Alan Meade
    Alan Meade is a musician best known as an early former member of the American rock band No Doubt.
  • E. Alex Mather
    Alex Mather is an American entrepreneur best known as the co-founder of the sports media company The Athletic.
  • 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: Raphael Mudge
Triple: [Armitage, creator, Raphael Mudge]
Generated description
Raphael Mudge is a cybersecurity expert and software developer best known for creating the Armitage and Cobalt Strike penetration testing tools.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Raphael Mudge
Target entity description: Raphael Mudge is a cybersecurity expert and software developer best known for creating the Armitage and Cobalt Strike penetration testing tools.
  • A. Daniel Mudford
    Daniel Mudford is a British composer and musician best known for co-composing the score to the cult zombie comedy film "Shaun of the Dead."
  • B. Anthony Peckham
    Anthony Peckham is a South African–born screenwriter best known for scripting films such as "Invictus" and "Sherlock Holmes."
  • C. Martin Rabbett
    Martin Rabbett is an American actor and producer best known for his long-term personal and professional partnership with actor Richard Chamberlain.
  • D. Alan Meade
    Alan Meade is a musician best known as an early former member of the American rock band No Doubt.
  • E. Alex Mather
    Alex Mather is an American entrepreneur best known as the co-founder of the sports media company The Athletic.
  • 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_69ca82de7b8c81908d8106f8a53cff9b completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb78c817708190ad1c364e12083d26 completed March 31, 2026, 7:33 a.m.
NED1 Entity disambiguation (via context triple) batch_69cd353888208190941d1c0b7b911cdd completed April 1, 2026, 3:09 p.m.
NEDg Description generation batch_69cd37a71af481909e82aa29ae558c4a completed April 1, 2026, 3:20 p.m.
NED2 Entity disambiguation (via description) batch_69cd4ef034ec8190a4229b21e6088c79 completed April 1, 2026, 4:59 p.m.
Created at: March 30, 2026, 5:48 p.m.