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.