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.