Triple

T440031
Position Surface form Disambiguated ID Type / Status
Subject Bureau of Alcohol, Tobacco, Firearms and Explosives E10093 entity
Predicate oversees P46 FINISHED
Object Federal Firearms Licensees
Federal Firearms Licensees are individuals or businesses authorized under U.S. federal law to engage in the commercial manufacture, importation, and sale of firearms and ammunition.
E55145 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: Federal Firearms Licensees | Statement: [Bureau of Alcohol, Tobacco, Firearms and Explosives, oversees, Federal Firearms Licensees]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Federal Firearms Licensees
Context triple: [Bureau of Alcohol, Tobacco, Firearms and Explosives, oversees, Federal Firearms Licensees]
  • A. FFL
    FFL refers to the Free French Forces, the World War II military units that continued fighting against the Axis powers after France’s 1940 defeat under the leadership of Charles de Gaulle.
  • B. Firearm Owners Protection Act
    The Firearm Owners Protection Act is a 1986 U.S. federal law that revised and relaxed certain gun control provisions while adding new restrictions, including the ban on civilian ownership of newly manufactured machine guns.
  • C. Bureau of Alcohol, Tobacco, Firearms and Explosives
    The Bureau of Alcohol, Tobacco, Firearms and Explosives (ATF) is a U.S. federal law enforcement agency responsible for enforcing federal firearms and explosives laws and regulating aspects of the alcohol and tobacco industries.
  • D. NRA
    The NRA was a New Deal U.S. government agency created during the Great Depression to regulate industry, set fair wages and prices, and stimulate economic recovery.
  • E. NRA
    The NRA, in this context, refers to the National Revolutionary Army, which was the military arm of China’s Kuomintang government and the main Chinese force fighting in the Second Sino-Japanese War and Chinese Civil 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: Federal Firearms Licensees
Triple: [Bureau of Alcohol, Tobacco, Firearms and Explosives, oversees, Federal Firearms Licensees]
Generated description
Federal Firearms Licensees are individuals or businesses authorized under U.S. federal law to engage in the commercial manufacture, importation, and sale of firearms and ammunition.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Federal Firearms Licensees
Target entity description: Federal Firearms Licensees are individuals or businesses authorized under U.S. federal law to engage in the commercial manufacture, importation, and sale of firearms and ammunition.
  • A. FFL
    FFL refers to the Free French Forces, the World War II military units that continued fighting against the Axis powers after France’s 1940 defeat under the leadership of Charles de Gaulle.
  • B. Firearm Owners Protection Act
    The Firearm Owners Protection Act is a 1986 U.S. federal law that revised and relaxed certain gun control provisions while adding new restrictions, including the ban on civilian ownership of newly manufactured machine guns.
  • C. Bureau of Alcohol, Tobacco, Firearms and Explosives
    The Bureau of Alcohol, Tobacco, Firearms and Explosives (ATF) is a U.S. federal law enforcement agency responsible for enforcing federal firearms and explosives laws and regulating aspects of the alcohol and tobacco industries.
  • D. NRA
    The NRA was a New Deal U.S. government agency created during the Great Depression to regulate industry, set fair wages and prices, and stimulate economic recovery.
  • E. NRA
    The NRA, in this context, refers to the National Revolutionary Army, which was the military arm of China’s Kuomintang government and the main Chinese force fighting in the Second Sino-Japanese War and Chinese Civil 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_69a2e8465ef481909655c681b01e2986 completed Feb. 28, 2026, 1:06 p.m.
NER Named-entity recognition batch_69a2ef2977888190a0590b2c1bd2f5da completed Feb. 28, 2026, 1:35 p.m.
NED1 Entity disambiguation (via context triple) batch_69a4366fc48c8190a10f1034a2bb579c completed March 1, 2026, 12:51 p.m.
NEDg Description generation batch_69a436b31fc8819081b0a7b49a1ad3cc completed March 1, 2026, 12:53 p.m.
NED2 Entity disambiguation (via description) batch_69a43755152881909a4dfa8b31a0aad6 completed March 1, 2026, 12:55 p.m.
Created at: Feb. 28, 2026, 1:11 p.m.