Triple

T2774282
Position Surface form Disambiguated ID Type / Status
Subject 109th United States Congress E61530 entity
Predicate passedAct P6890 FINISHED
Object Protection of Lawful Commerce in Arms Act
The Protection of Lawful Commerce in Arms Act is a U.S. federal law that shields firearms manufacturers and dealers from most civil liability lawsuits arising from the criminal misuse of their products by others.
E297384 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: Protection of Lawful Commerce in Arms Act | Statement: [109th United States Congress, passedAct, Protection of Lawful Commerce in Arms Act]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Protection of Lawful Commerce in Arms Act
Context triple: [109th United States Congress, passedAct, Protection of Lawful Commerce in Arms Act]
  • A. 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.
  • B. Arms Export Control Act (firearms provisions)
    The Arms Export Control Act (firearms provisions) is a U.S. federal legal framework that regulates the international trade, export, and transfer of firearms and related defense articles to protect national security and support foreign policy objectives.
  • C. National Firearms Act
    The National Firearms Act is a U.S. federal law that tightly regulates certain categories of weapons—such as machine guns, short-barreled rifles and shotguns, and silencers—through registration, taxation, and transfer controls.
  • D. Brady Handgun Violence Prevention Act
    The Brady Handgun Violence Prevention Act is a U.S. federal law that established background checks and waiting periods for firearm purchases from licensed dealers to help prevent gun violence.
  • E. Gun Control Act of 1968
    The Gun Control Act of 1968 is a landmark U.S. federal law that regulates the firearms industry and gun ownership, including licensing, sales restrictions, and prohibitions on possession by certain categories of individuals.
  • 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: Protection of Lawful Commerce in Arms Act
Triple: [109th United States Congress, passedAct, Protection of Lawful Commerce in Arms Act]
Generated description
The Protection of Lawful Commerce in Arms Act is a U.S. federal law that shields firearms manufacturers and dealers from most civil liability lawsuits arising from the criminal misuse of their products by others.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Protection of Lawful Commerce in Arms Act
Target entity description: The Protection of Lawful Commerce in Arms Act is a U.S. federal law that shields firearms manufacturers and dealers from most civil liability lawsuits arising from the criminal misuse of their products by others.
  • A. 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.
  • B. Arms Export Control Act (firearms provisions)
    The Arms Export Control Act (firearms provisions) is a U.S. federal legal framework that regulates the international trade, export, and transfer of firearms and related defense articles to protect national security and support foreign policy objectives.
  • C. National Firearms Act
    The National Firearms Act is a U.S. federal law that tightly regulates certain categories of weapons—such as machine guns, short-barreled rifles and shotguns, and silencers—through registration, taxation, and transfer controls.
  • D. Brady Handgun Violence Prevention Act
    The Brady Handgun Violence Prevention Act is a U.S. federal law that established background checks and waiting periods for firearm purchases from licensed dealers to help prevent gun violence.
  • E. Gun Control Act of 1968
    The Gun Control Act of 1968 is a landmark U.S. federal law that regulates the firearms industry and gun ownership, including licensing, sales restrictions, and prohibitions on possession by certain categories of individuals.
  • 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_69ab4b7cd13481909174bca9809ed259 completed March 6, 2026, 9:47 p.m.
NER Named-entity recognition batch_69abdd7f9570819087f1b1cb59d68586 completed March 7, 2026, 8:10 a.m.
NED1 Entity disambiguation (via context triple) batch_69afc058c8a48190bbd151251678b4ee completed March 10, 2026, 6:55 a.m.
NEDg Description generation batch_69afc15513f48190a22f83571be2e0bd completed March 10, 2026, 6:59 a.m.
NED2 Entity disambiguation (via description) batch_69afc1c9440c8190abf9dc063109af45 completed March 10, 2026, 7:01 a.m.
Created at: March 6, 2026, 9:57 p.m.