Triple

T1446278
Position Surface form Disambiguated ID Type / Status
Subject Matthew Shepard and James Byrd Jr. Hate Crimes Prevention Act E31184 entity
Predicate titleOfPublicLaw P1117 FINISHED
Object Public Law 111-84, Division E
Public Law 111-84, Division E is the section of a 2009 U.S. defense authorization law that expanded federal hate crime protections to include crimes motivated by a victim’s actual or perceived gender, sexual orientation, gender identity, or disability.
E165731 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: Public Law 111-84, Division E | Statement: [Matthew Shepard and James Byrd Jr. Hate Crimes Prevention Act, titleOfPublicLaw, Public Law 111-84, Division E]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Public Law 111-84, Division E
Context triple: [Matthew Shepard and James Byrd Jr. Hate Crimes Prevention Act, titleOfPublicLaw, Public Law 111-84, Division E]
  • A. Public Law 111-148
    Public Law 111-148 is the landmark U.S. federal statute enacted in 2010 that overhauled the healthcare system by expanding insurance coverage, introducing consumer protections, and implementing cost-control measures.
  • B. Public Law 116-283, Division F
    Public Law 116-283, Division F is the section of the 2021 National Defense Authorization Act that enacted the Anti-Money Laundering Act of 2020, significantly overhauling the U.S. anti-money laundering and counter-terrorist financing framework.
  • C. Public Law 111-203
    Public Law 111-203 is the formal designation of the Dodd–Frank Wall Street Reform and Consumer Protection Act, a major 2010 U.S. financial regulatory reform law enacted in response to the 2008 financial crisis.
  • D. Public Law 101-336
    Public Law 101-336 is the landmark 1990 U.S. federal civil rights statute commonly known as the Americans with Disabilities Act, which prohibits discrimination against individuals with disabilities in key areas of public life.
  • E. Public Law 110-289
    Public Law 110-289 is a major 2008 U.S. federal statute that overhauled housing finance regulation, created new oversight for Fannie Mae and Freddie Mac, and responded to the subprime mortgage crisis.
  • 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: Public Law 111-84, Division E
Triple: [Matthew Shepard and James Byrd Jr. Hate Crimes Prevention Act, titleOfPublicLaw, Public Law 111-84, Division E]
Generated description
Public Law 111-84, Division E is the section of a 2009 U.S. defense authorization law that expanded federal hate crime protections to include crimes motivated by a victim’s actual or perceived gender, sexual orientation, gender identity, or disability.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Public Law 111-84, Division E
Target entity description: Public Law 111-84, Division E is the section of a 2009 U.S. defense authorization law that expanded federal hate crime protections to include crimes motivated by a victim’s actual or perceived gender, sexual orientation, gender identity, or disability.
  • A. Public Law 111-148
    Public Law 111-148 is the landmark U.S. federal statute enacted in 2010 that overhauled the healthcare system by expanding insurance coverage, introducing consumer protections, and implementing cost-control measures.
  • B. Public Law 116-283, Division F
    Public Law 116-283, Division F is the section of the 2021 National Defense Authorization Act that enacted the Anti-Money Laundering Act of 2020, significantly overhauling the U.S. anti-money laundering and counter-terrorist financing framework.
  • C. Public Law 111-203
    Public Law 111-203 is the formal designation of the Dodd–Frank Wall Street Reform and Consumer Protection Act, a major 2010 U.S. financial regulatory reform law enacted in response to the 2008 financial crisis.
  • D. Public Law 101-336
    Public Law 101-336 is the landmark 1990 U.S. federal civil rights statute commonly known as the Americans with Disabilities Act, which prohibits discrimination against individuals with disabilities in key areas of public life.
  • E. Public Law 110-289
    Public Law 110-289 is a major 2008 U.S. federal statute that overhauled housing finance regulation, created new oversight for Fannie Mae and Freddie Mac, and responded to the subprime mortgage crisis.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: titleOfPublicLaw
Context triple: [Matthew Shepard and James Byrd Jr. Hate Crimes Prevention Act, titleOfPublicLaw, Public Law 111-84, Division E]
  • A. titleOfU.S.Code
    Indicates that a specified title number or name corresponds to a particular section or portion of the United States Code.
  • B. hasTitleInLaw
    Indicates that an entity holds or is designated by a specific formal title as defined or recognized in law.
  • C. titleJurisdiction
    Indicates the legal or official authority under which a title is recognized, governed, or issued.
  • D. publicLawNumber chosen
    Indicates the specific public law identifier associated with a legislative act or statute.
  • E. popularNameOfLawAtIssue
    Indicates the commonly used or well-known name by which the law in question is referred to.
  • F. None of above.

Provenance (6 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_69a4991633388190a4d61b5a98aa407a completed March 1, 2026, 7:52 p.m.
NER Named-entity recognition batch_69a4c558e0e081909802753872374d7b completed March 1, 2026, 11:01 p.m.
NED1 Entity disambiguation (via context triple) batch_69ad08c046b08190a448ba2549dc5e00 completed March 8, 2026, 5:27 a.m.
NEDg Description generation batch_69ad09ec3b388190b492e8959a3617c9 completed March 8, 2026, 5:32 a.m.
NED2 Entity disambiguation (via description) batch_69ad0aefb1c88190a368d68454a0b9d0 completed March 8, 2026, 5:36 a.m.
PD Predicate disambiguation batch_69a4c47a840c819083307a65c027a19e completed March 1, 2026, 10:58 p.m.
Created at: March 1, 2026, 8 p.m.