Triple

T20001474
Position Surface form Disambiguated ID Type / Status
Subject Ronald Hamowy E494339 entity
Predicate notableWork P4 FINISHED
Object Dealing with Drugs: Consequences of Government Control
"Dealing with Drugs: Consequences of Government Control" is a libertarian-oriented book by Ronald Hamowy that critiques state intervention in drug markets and argues that prohibitionist policies create more social harm than they prevent.
E1406402 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: Dealing with Drugs: Consequences of Government Control | Statement: [Ronald Hamowy, notableWork, Dealing with Drugs: Consequences of Government Control]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dealing with Drugs: Consequences of Government Control
Context triple: [Ronald Hamowy, notableWork, Dealing with Drugs: Consequences of Government Control]
  • A. Bitter Pills: Inside the Hazardous World of Legal Drugs
    Bitter Pills: Inside the Hazardous World of Legal Drugs is a nonfiction investigative book that exposes the risks, regulatory failures, and human consequences surrounding the use and oversight of prescription medications.
  • B. The Politics of Heroin: CIA Complicity in the Global Drug Trade
    The Politics of Heroin: CIA Complicity in the Global Drug Trade is a landmark investigative book that examines the historical intersections between U.S. intelligence operations and the international heroin trade.
  • C. War on Drugs
    The War on Drugs is a long-running U.S. government campaign that uses law enforcement, legislation, and international efforts to reduce the production, distribution, and consumption of illegal drugs.
  • D. The Politics of Ecstasy
    The Politics of Ecstasy is a 1968 collection of essays by Timothy Leary exploring psychedelic drugs, consciousness expansion, and countercultural politics.
  • E. The Politics of Heroin in Southeast Asia
    The Politics of Heroin in Southeast Asia is a landmark investigative book that exposes the connections between the global heroin trade, Southeast Asian politics, and U.S. intelligence operations during the Cold War.
  • 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: Dealing with Drugs: Consequences of Government Control
Triple: [Ronald Hamowy, notableWork, Dealing with Drugs: Consequences of Government Control]
Generated description
"Dealing with Drugs: Consequences of Government Control" is a libertarian-oriented book by Ronald Hamowy that critiques state intervention in drug markets and argues that prohibitionist policies create more social harm than they prevent.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dealing with Drugs: Consequences of Government Control
Target entity description: "Dealing with Drugs: Consequences of Government Control" is a libertarian-oriented book by Ronald Hamowy that critiques state intervention in drug markets and argues that prohibitionist policies create more social harm than they prevent.
  • A. Bitter Pills: Inside the Hazardous World of Legal Drugs
    Bitter Pills: Inside the Hazardous World of Legal Drugs is a nonfiction investigative book that exposes the risks, regulatory failures, and human consequences surrounding the use and oversight of prescription medications.
  • B. The Politics of Heroin: CIA Complicity in the Global Drug Trade
    The Politics of Heroin: CIA Complicity in the Global Drug Trade is a landmark investigative book that examines the historical intersections between U.S. intelligence operations and the international heroin trade.
  • C. War on Drugs
    The War on Drugs is a long-running U.S. government campaign that uses law enforcement, legislation, and international efforts to reduce the production, distribution, and consumption of illegal drugs.
  • D. The Politics of Ecstasy
    The Politics of Ecstasy is a 1968 collection of essays by Timothy Leary exploring psychedelic drugs, consciousness expansion, and countercultural politics.
  • E. The Politics of Heroin in Southeast Asia
    The Politics of Heroin in Southeast Asia is a landmark investigative book that exposes the connections between the global heroin trade, Southeast Asian politics, and U.S. intelligence operations during the Cold War.
  • 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_69da626b2d748190886981ea90c8b2ea completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e661a222908190b88e1d11cb1b7ee3 completed April 20, 2026, 5:25 p.m.
NED1 Entity disambiguation (via context triple) batch_6a08050bb1fc81908b9ce173babdd256 completed May 16, 2026, 5:47 a.m.
NEDg Description generation batch_6a08095e44b48190b0528932c5c5fa62 completed May 16, 2026, 6:06 a.m.
NED2 Entity disambiguation (via description) batch_6a080acea27c8190832bde1cd1a2bcbd completed May 16, 2026, 6:12 a.m.
Created at: April 11, 2026, 3:32 p.m.