Triple

T16411648
Position Surface form Disambiguated ID Type / Status
Subject Michael A. Hoffman II E398580 entity
Predicate notableWork P4 FINISHED
Object Secret Societies and Psychological Warfare
Secret Societies and Psychological Warfare is a controversial book by Michael A. Hoffman II that explores alleged occult symbolism, hidden power structures, and psychological manipulation in modern society.
E1212013 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: Secret Societies and Psychological Warfare | Statement: [Michael A. Hoffman II, notableWork, Secret Societies and Psychological Warfare]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Secret Societies and Psychological Warfare
Context triple: [Michael A. Hoffman II, notableWork, Secret Societies and Psychological Warfare]
  • A. Psychic Terrorism
    "Psychic Terrorism" is an album by British rock band Wishbone Ash that showcases their later-era blend of melodic rock and progressive influences.
  • B. Poisoner in Chief: Sidney Gottlieb and the CIA Search for Mind Control
    "Poisoner in Chief: Sidney Gottlieb and the CIA Search for Mind Control" is a nonfiction book by Stephen Kinzer that investigates the life of CIA chemist Sidney Gottlieb and his central role in the agency’s secret MK-Ultra mind control experiments.
  • C. Esoteric Orders and Their Work
    Esoteric Orders and Their Work is a classic occult text by Dion Fortune that explains the structure, purpose, and inner workings of Western esoteric and magical organizations.
  • D. The Great Conspiracy: Its Origin and History
    "The Great Conspiracy: Its Origin and History" is a historical work by Union General and politician John Alexander Logan that analyzes the causes, development, and political context of the American Civil War.
  • E. Psychic Self-Defense
    Psychic Self-Defense is an influential occult manual by Dion Fortune that outlines methods for recognizing and protecting oneself against alleged psychic and metaphysical attacks.
  • 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: Secret Societies and Psychological Warfare
Triple: [Michael A. Hoffman II, notableWork, Secret Societies and Psychological Warfare]
Generated description
Secret Societies and Psychological Warfare is a controversial book by Michael A. Hoffman II that explores alleged occult symbolism, hidden power structures, and psychological manipulation in modern society.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Secret Societies and Psychological Warfare
Target entity description: Secret Societies and Psychological Warfare is a controversial book by Michael A. Hoffman II that explores alleged occult symbolism, hidden power structures, and psychological manipulation in modern society.
  • A. Psychic Terrorism
    "Psychic Terrorism" is an album by British rock band Wishbone Ash that showcases their later-era blend of melodic rock and progressive influences.
  • B. Poisoner in Chief: Sidney Gottlieb and the CIA Search for Mind Control
    "Poisoner in Chief: Sidney Gottlieb and the CIA Search for Mind Control" is a nonfiction book by Stephen Kinzer that investigates the life of CIA chemist Sidney Gottlieb and his central role in the agency’s secret MK-Ultra mind control experiments.
  • C. Esoteric Orders and Their Work
    Esoteric Orders and Their Work is a classic occult text by Dion Fortune that explains the structure, purpose, and inner workings of Western esoteric and magical organizations.
  • D. The Great Conspiracy: Its Origin and History
    "The Great Conspiracy: Its Origin and History" is a historical work by Union General and politician John Alexander Logan that analyzes the causes, development, and political context of the American Civil War.
  • E. Psychic Self-Defense
    Psychic Self-Defense is an influential occult manual by Dion Fortune that outlines methods for recognizing and protecting oneself against alleged psychic and metaphysical attacks.
  • 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_69d87f2950248190bc8ad9b9bebdc8c8 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e32874a0cc8190874aea10b1d13004 completed April 18, 2026, 6:45 a.m.
NED1 Entity disambiguation (via context triple) batch_6a003c66d41481909340f247f6e5393f completed May 10, 2026, 8:05 a.m.
NEDg Description generation batch_6a003f2971bc819099f9b6800885bb5f completed May 10, 2026, 8:17 a.m.
NED2 Entity disambiguation (via description) batch_6a003ff96b3081909bcef37c77c0c5b1 completed May 10, 2026, 8:21 a.m.
Created at: April 10, 2026, 5:09 a.m.