Triple

T12810936
Position Surface form Disambiguated ID Type / Status
Subject Mark Vicente E306267 entity
Predicate involvedIn P149 FINISHED
Object NXIVM
NXIVM was a purported self-help organization that operated as a secretive cult and was later exposed as a criminal enterprise involved in sex trafficking, coercion, and racketeering.
E1005056 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: NXIVM | Statement: [Mark Vicente, involvedIn, NXIVM]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: NXIVM
Context triple: [Mark Vicente, involvedIn, NXIVM]
  • A. Scientology
    Scientology is a controversial modern religion founded by L. Ron Hubbard that combines elements of self-help, science fiction, and spiritual counseling practices.
  • B. Scientology TV network
    Scientology TV network is a television channel operated by the Church of Scientology that broadcasts programming promoting its beliefs, practices, and activities.
  • C. Cults
    Cults is a suburban residential area on the western edge of Aberdeen, Scotland, known for its affluent character and proximity to the River Dee.
  • D. QAnon
    QAnon is a far-right conspiracy theory movement centered on anonymous online posts alleging a secret cabal and a coming political reckoning, which has inspired real-world activism and extremist behavior.
  • E. Church of Scientology
    The Church of Scientology is a controversial religious organization and movement known for its unique spiritual doctrines, celebrity members, and aggressive legal and public-relations strategies.
  • 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: NXIVM
Triple: [Mark Vicente, involvedIn, NXIVM]
Generated description
NXIVM was a purported self-help organization that operated as a secretive cult and was later exposed as a criminal enterprise involved in sex trafficking, coercion, and racketeering.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: NXIVM
Target entity description: NXIVM was a purported self-help organization that operated as a secretive cult and was later exposed as a criminal enterprise involved in sex trafficking, coercion, and racketeering.
  • A. Scientology
    Scientology is a controversial modern religion founded by L. Ron Hubbard that combines elements of self-help, science fiction, and spiritual counseling practices.
  • B. Scientology TV network
    Scientology TV network is a television channel operated by the Church of Scientology that broadcasts programming promoting its beliefs, practices, and activities.
  • C. Cults
    Cults is a suburban residential area on the western edge of Aberdeen, Scotland, known for its affluent character and proximity to the River Dee.
  • D. QAnon
    QAnon is a far-right conspiracy theory movement centered on anonymous online posts alleging a secret cabal and a coming political reckoning, which has inspired real-world activism and extremist behavior.
  • E. Church of Scientology
    The Church of Scientology is a controversial religious organization and movement known for its unique spiritual doctrines, celebrity members, and aggressive legal and public-relations strategies.
  • 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_69d7bdf46c448190b1faa55aaacb6317 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d96e817598819080fdd61e9d61236e completed April 10, 2026, 9:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69f68ec89eb081909915af6e2216e0a2 completed May 2, 2026, 11:54 p.m.
NEDg Description generation batch_69f68fb6790881908c1d6f53b54906a2 completed May 2, 2026, 11:58 p.m.
NED2 Entity disambiguation (via description) batch_69f690c0bd208190bd1f04a9640ad1ce completed May 3, 2026, 12:03 a.m.
Created at: April 9, 2026, 5:31 p.m.