Triple

T16878491
Position Surface form Disambiguated ID Type / Status
Subject Professor Griff E421356 entity
Predicate notableWork P4 FINISHED
Object The Psychological Covert War on Hip Hop
The Psychological Covert War on Hip Hop is a book by Professor Griff that argues hip hop culture has been deliberately manipulated and weaponized through psychological and covert means to control and mislead its audience.
E1238754 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: The Psychological Covert War on Hip Hop | Statement: [Professor Griff, notableWork, The Psychological Covert War on Hip Hop]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Psychological Covert War on Hip Hop
Context triple: [Professor Griff, notableWork, The Psychological Covert War on Hip Hop]
  • A. The Blueprint of Hip Hop
    The Blueprint of Hip Hop is a foundational work by KRS-One that articulates the philosophy, history, and cultural principles of hip hop as a movement and art form.
  • B. From Black Power to Hip Hop: Racism, Nationalism, and Feminism
    From Black Power to Hip Hop: Racism, Nationalism, and Feminism is a scholarly book by sociologist Patricia Hill Collins that examines how race, gender, and nationalism intersect in U.S. politics and popular culture, particularly within Black communities.
  • C. The Gospel of Hip Hop
    The Gospel of Hip Hop is a philosophical and spiritual guidebook by rapper and activist KRS-One that presents hip hop as a culture and way of life, outlining its history, principles, and moral framework.
  • D. The Big Payback: The History of the Business of Hip-Hop
    The Big Payback: The History of the Business of Hip-Hop is a nonfiction book by Dan Charnas that chronicles the rise of hip-hop from a grassroots cultural movement to a global commercial industry, focusing on the executives, deals, and power struggles behind the music.
  • E. To the Break of Dawn: A Freestyle on the Hip Hop Aesthetic
    "To the Break of Dawn: A Freestyle on the Hip Hop Aesthetic" is a critical exploration of hip hop’s cultural, political, and artistic significance written by historian and journalist Jelani Cobb.
  • 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: The Psychological Covert War on Hip Hop
Triple: [Professor Griff, notableWork, The Psychological Covert War on Hip Hop]
Generated description
The Psychological Covert War on Hip Hop is a book by Professor Griff that argues hip hop culture has been deliberately manipulated and weaponized through psychological and covert means to control and mislead its audience.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Psychological Covert War on Hip Hop
Target entity description: The Psychological Covert War on Hip Hop is a book by Professor Griff that argues hip hop culture has been deliberately manipulated and weaponized through psychological and covert means to control and mislead its audience.
  • A. The Blueprint of Hip Hop
    The Blueprint of Hip Hop is a foundational work by KRS-One that articulates the philosophy, history, and cultural principles of hip hop as a movement and art form.
  • B. From Black Power to Hip Hop: Racism, Nationalism, and Feminism
    From Black Power to Hip Hop: Racism, Nationalism, and Feminism is a scholarly book by sociologist Patricia Hill Collins that examines how race, gender, and nationalism intersect in U.S. politics and popular culture, particularly within Black communities.
  • C. The Gospel of Hip Hop
    The Gospel of Hip Hop is a philosophical and spiritual guidebook by rapper and activist KRS-One that presents hip hop as a culture and way of life, outlining its history, principles, and moral framework.
  • D. The Big Payback: The History of the Business of Hip-Hop
    The Big Payback: The History of the Business of Hip-Hop is a nonfiction book by Dan Charnas that chronicles the rise of hip-hop from a grassroots cultural movement to a global commercial industry, focusing on the executives, deals, and power struggles behind the music.
  • E. To the Break of Dawn: A Freestyle on the Hip Hop Aesthetic
    "To the Break of Dawn: A Freestyle on the Hip Hop Aesthetic" is a critical exploration of hip hop’s cultural, political, and artistic significance written by historian and journalist Jelani Cobb.
  • 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_69d889d470fc8190b4aec199636c0c56 completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e3b7f8a1d48190ad829f86e235a1d0 completed April 18, 2026, 4:57 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00c2b684108190928afb0a2d1af038 completed May 10, 2026, 5:39 p.m.
NEDg Description generation batch_6a00c3719c88819080279147f9bc415e completed May 10, 2026, 5:42 p.m.
NED2 Entity disambiguation (via description) batch_6a00c4850dec819085ae8b51c94c11e7 completed May 10, 2026, 5:46 p.m.
Created at: April 10, 2026, 5:29 a.m.