Triple

T2259534
Position Surface form Disambiguated ID Type / Status
Subject Firearm Owners Protection Act E50003 entity
Predicate languageCommonlyCalled P37507 FINISHED
Object Hughes Amendment
The Hughes Amendment is a 1986 U.S. federal provision that effectively banned civilian ownership of newly manufactured fully automatic firearms by freezing the machine gun registry.
E250309 NE FINISHED

How this triple was built (5 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: Hughes Amendment | Statement: [Firearm Owners Protection Act, languageCommonlyCalled, Hughes Amendment]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hughes Amendment
Context triple: [Firearm Owners Protection Act, languageCommonlyCalled, Hughes Amendment]
  • A. Nunn–Cohen Amendment
    The Nunn–Cohen Amendment is a 1987 U.S. law that created a unified special operations command and funding authority, significantly strengthening and institutionalizing American special operations forces.
  • B. Shepard–Byrd Act
    The Shepard–Byrd Act is a U.S. federal hate-crime law that expanded protections to include crimes motivated by a victim’s actual or perceived gender, sexual orientation, gender identity, or disability.
  • C. Wheeler-Rayburn Act
    The Wheeler-Rayburn Act is a New Deal-era U.S. federal law that restructured and regulated electric utility holding companies to curb monopolistic practices and protect consumers and investors.
  • D. Aldrich–Vreeland Act
    The Aldrich–Vreeland Act was a 1908 U.S. law that created emergency currency provisions and laid groundwork for banking reform in response to the Panic of 1907.
  • E. Evarts Act
    The Evarts Act was a landmark 1891 U.S. federal law that created the United States courts of appeals, significantly restructuring the federal judiciary and easing the Supreme Court’s caseload.
  • 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: Hughes Amendment
Triple: [Firearm Owners Protection Act, languageCommonlyCalled, Hughes Amendment]
Generated description
The Hughes Amendment is a 1986 U.S. federal provision that effectively banned civilian ownership of newly manufactured fully automatic firearms by freezing the machine gun registry.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hughes Amendment
Target entity description: The Hughes Amendment is a 1986 U.S. federal provision that effectively banned civilian ownership of newly manufactured fully automatic firearms by freezing the machine gun registry.
  • A. Nunn–Cohen Amendment
    The Nunn–Cohen Amendment is a 1987 U.S. law that created a unified special operations command and funding authority, significantly strengthening and institutionalizing American special operations forces.
  • B. Shepard–Byrd Act
    The Shepard–Byrd Act is a U.S. federal hate-crime law that expanded protections to include crimes motivated by a victim’s actual or perceived gender, sexual orientation, gender identity, or disability.
  • C. Wheeler-Rayburn Act
    The Wheeler-Rayburn Act is a New Deal-era U.S. federal law that restructured and regulated electric utility holding companies to curb monopolistic practices and protect consumers and investors.
  • D. Aldrich–Vreeland Act
    The Aldrich–Vreeland Act was a 1908 U.S. law that created emergency currency provisions and laid groundwork for banking reform in response to the Panic of 1907.
  • E. Evarts Act
    The Evarts Act was a landmark 1891 U.S. federal law that created the United States courts of appeals, significantly restructuring the federal judiciary and easing the Supreme Court’s caseload.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: languageCommonlyCalled
Context triple: [Firearm Owners Protection Act, languageCommonlyCalled, Hughes Amendment]
  • A. languageOfWorkOrName
    Indicates the language in which a work is created or a name is expressed.
  • B. languageName
    Indicates the specific name assigned to a language in the relationship.
  • C. isSpokenAs
    Indicates that one entity is used as the spoken or verbal form of another entity (e.g., a word, name, or phrase).
  • D. standardLanguageOf
    Indicates that one entity serves as the officially recognized or commonly used standard language for another entity (such as a country, region, or organization).
  • E. traditionalLanguageName
    Indicates the name traditionally used in a particular language to refer to the subject entity.
  • F. None of above. chosen

Provenance (7 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_69a88b01e0048190ba96431b5f990ba9 completed March 4, 2026, 7:41 p.m.
NER Named-entity recognition batch_69abc2ea65288190bc8644a07a11dfa9 completed March 7, 2026, 6:17 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae71c8c9b881909b5292110a87301a completed March 9, 2026, 7:07 a.m.
NEDg Description generation batch_69ae7358834c8190a61f6d46dddc7b4c completed March 9, 2026, 7:14 a.m.
NED2 Entity disambiguation (via description) batch_69ae73f1745881908a1015124afa0f7f completed March 9, 2026, 7:17 a.m.
PD Predicate disambiguation batch_69abbdb592588190ac1ef5e8c54575b1 completed March 7, 2026, 5:55 a.m.
PDg Predicate description generation batch_69abc2e97eb0819084acb26cfa4e3946 completed March 7, 2026, 6:17 a.m.
Created at: March 4, 2026, 7:48 p.m.