Triple

T4328119
Position Surface form Disambiguated ID Type / Status
Subject Gangmasters and Labour Abuse Authority E96680 entity
Predicate legallyMandatedBy P28394 FINISHED
Object Gangmasters (Licensing) Act 2004
The Gangmasters (Licensing) Act 2004 is a UK law introduced to regulate labour providers in high-risk sectors and protect vulnerable workers from exploitation and abuse.
E431666 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: Gangmasters (Licensing) Act 2004 | Statement: [Gangmasters and Labour Abuse Authority, legallyMandatedBy, Gangmasters (Licensing) Act 2004]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Gangmasters (Licensing) Act 2004
Context triple: [Gangmasters and Labour Abuse Authority, legallyMandatedBy, Gangmasters (Licensing) Act 2004]
  • A. Gangmasters and Labour Abuse Authority
    The Gangmasters and Labour Abuse Authority is a UK government body responsible for licensing labour providers and tackling worker exploitation and modern slavery across sectors such as agriculture, food processing, and shellfish gathering.
  • B. Crime and Disorder Act 1998
    The Crime and Disorder Act 1998 is a key UK law that overhauled youth justice and introduced new measures to prevent crime and antisocial behaviour in England and Wales.
  • C. Criminal Justice Act 1987
    The Criminal Justice Act 1987 is a UK statute that, among other reforms, created and empowered the Serious Fraud Office to investigate and prosecute complex and serious fraud.
  • D. Security Service Act 1989
    The Security Service Act 1989 is a UK law that formally placed the Security Service (MI5) on a statutory footing, defining its functions, powers, and oversight arrangements.
  • E. Legal Aid, Sentencing and Punishment of Offenders Act 2012
    The Legal Aid, Sentencing and Punishment of Offenders Act 2012 is a major UK statute that overhauled the legal aid system, reformed sentencing, and introduced a range of criminal justice and civil justice changes.
  • 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: Gangmasters (Licensing) Act 2004
Triple: [Gangmasters and Labour Abuse Authority, legallyMandatedBy, Gangmasters (Licensing) Act 2004]
Generated description
The Gangmasters (Licensing) Act 2004 is a UK law introduced to regulate labour providers in high-risk sectors and protect vulnerable workers from exploitation and abuse.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Gangmasters (Licensing) Act 2004
Target entity description: The Gangmasters (Licensing) Act 2004 is a UK law introduced to regulate labour providers in high-risk sectors and protect vulnerable workers from exploitation and abuse.
  • A. Gangmasters and Labour Abuse Authority
    The Gangmasters and Labour Abuse Authority is a UK government body responsible for licensing labour providers and tackling worker exploitation and modern slavery across sectors such as agriculture, food processing, and shellfish gathering.
  • B. Crime and Disorder Act 1998
    The Crime and Disorder Act 1998 is a key UK law that overhauled youth justice and introduced new measures to prevent crime and antisocial behaviour in England and Wales.
  • C. Criminal Justice Act 1987
    The Criminal Justice Act 1987 is a UK statute that, among other reforms, created and empowered the Serious Fraud Office to investigate and prosecute complex and serious fraud.
  • D. Security Service Act 1989
    The Security Service Act 1989 is a UK law that formally placed the Security Service (MI5) on a statutory footing, defining its functions, powers, and oversight arrangements.
  • E. Legal Aid, Sentencing and Punishment of Offenders Act 2012
    The Legal Aid, Sentencing and Punishment of Offenders Act 2012 is a major UK statute that overhauled the legal aid system, reformed sentencing, and introduced a range of criminal justice and civil justice changes.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: legallyMandatedBy
Context triple: [Gangmasters and Labour Abuse Authority, legallyMandatedBy, Gangmasters (Licensing) Act 2004]
  • A. isMandatoryInSomeJurisdictions
    Indicates that the subject is legally required or compulsory in at least one jurisdiction or legal authority.
  • B. legalRequirement
    Indicates that one entity is obligated by law to perform, provide, or comply with something in relation to another entity or situation.
  • C. mandateDefinedBy chosen
    Indicates that the scope, authority, or responsibilities of one entity’s mandate are formally established or specified by another entity or source.
  • D. enforcedLaw
    Indicates that an authority actively applies or upholds a specific law to regulate behavior or resolve situations.
  • E. legislatedUnder
    Indicates that a law, regulation, or policy was created, enacted, or established according to the authority, framework, or provisions of a specific higher-level law or legal regime.
  • 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_69b34542fd908190b11b08faad8decfd completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b35133688c8190ab5527ae01748f13 completed March 12, 2026, 11:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5d09bf304819084fc1b9162c8b48a completed March 14, 2026, 9:18 p.m.
NEDg Description generation batch_69b5d48a56f881909cc75f45d87c8151 completed March 14, 2026, 9:35 p.m.
NED2 Entity disambiguation (via description) batch_69b5d4f99ff08190957b46cd84954f79 completed March 14, 2026, 9:36 p.m.
PD Predicate disambiguation batch_69b34f4e13fc8190a42c519f37959d27 completed March 12, 2026, 11:42 p.m.
Created at: March 12, 2026, 11:13 p.m.