Triple

T8248881
Position Surface form Disambiguated ID Type / Status
Subject Social-Engineer Toolkit E192907 entity
Predicate createdBy P806 FINISHED
Object David Kennedy
David Kennedy is a prominent cybersecurity expert and penetration tester best known as the creator of the Social-Engineer Toolkit and founder of the security firm TrustedSec.
 E736099 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: David Kennedy | Statement: [Social-Engineer Toolkit, createdBy, David Kennedy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: David Kennedy
Context triple: [Social-Engineer Toolkit, createdBy, David Kennedy]
  • A. David Kennedy
    David Kennedy was a member of the prominent Kennedy family, known as one of Robert F. Kennedy’s sons and part of a major American political dynasty.
  • B. David Kennedy
    David Kennedy is a music producer known for his work on influential hip-hop projects such as Mos Def’s acclaimed album "Black on Both Sides."
  • C. Christopher G. Kennedy
    Christopher G. Kennedy is an American businessman and member of the Kennedy political family, known for his work in real estate and public service in Illinois.
  • D. Arthur Edward Kennedy
    Arthur Edward Kennedy was a 19th-century British colonial administrator who served as governor in several colonies across the British Empire.
  • E. David M. Kennedy
    David M. Kennedy is an American historian and Stanford University professor renowned for his influential works on U.S. history, particularly the Great Depression and World War II.
  • 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: David Kennedy
Triple: [Social-Engineer Toolkit, createdBy, David Kennedy]
Generated description
David Kennedy is a prominent cybersecurity expert and penetration tester best known as the creator of the Social-Engineer Toolkit and founder of the security firm TrustedSec.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: David Kennedy
Target entity description: David Kennedy is a prominent cybersecurity expert and penetration tester best known as the creator of the Social-Engineer Toolkit and founder of the security firm TrustedSec.
  • A. David Kennedy
    David Kennedy was a member of the prominent Kennedy family, known as one of Robert F. Kennedy’s sons and part of a major American political dynasty.
  • B. David Kennedy
    David Kennedy is a music producer known for his work on influential hip-hop projects such as Mos Def’s acclaimed album "Black on Both Sides."
  • C. Christopher G. Kennedy
    Christopher G. Kennedy is an American businessman and member of the Kennedy political family, known for his work in real estate and public service in Illinois.
  • D. Arthur Edward Kennedy
    Arthur Edward Kennedy was a 19th-century British colonial administrator who served as governor in several colonies across the British Empire.
  • E. David M. Kennedy
    David M. Kennedy is an American historian and Stanford University professor renowned for his influential works on U.S. history, particularly the Great Depression and World War II.
  • 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_69cb78c6b3c48190a3ecebf449766124 completed March 31, 2026, 7:33 a.m.
NED1 Entity disambiguation (via context triple) batch_69ce391ff03c8190b10d23163bd0cfb1 completed April 2, 2026, 9:38 a.m.
NEDg Description generation batch_69ce3c354bd0819095da07133e985675 completed April 2, 2026, 9:51 a.m.
NED2 Entity disambiguation (via description) batch_69ce3ca57ec081909a14d962eee2c9a5 completed April 2, 2026, 9:53 a.m.
Created at: March 30, 2026, 5:48 p.m.