Triple
T4328094
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Gangmasters and Labour Abuse Authority |
E96680
|
entity |
| Predicate | predecessor |
P97
|
FINISHED |
| Object |
Gangmasters Licensing Authority
The Gangmasters Licensing Authority was a UK regulatory body responsible for licensing and policing labour providers in sectors such as agriculture, horticulture, and shellfish gathering to prevent worker exploitation.
|
E96680
|
NE FINISHED |
How this triple was built (4 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 Authority | Statement: [Gangmasters and Labour Abuse Authority, predecessor, Gangmasters Licensing Authority]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Gangmasters Licensing Authority Context triple: [Gangmasters and Labour Abuse Authority, predecessor, Gangmasters Licensing Authority]
-
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.
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.
-
C.
Serious Organised Crime Agency
The Serious Organised Crime Agency was a former UK law enforcement body responsible for tackling serious and organized crime before its functions were absorbed into the National Crime Agency.
-
D.
Health and Safety Executive
The Health and Safety Executive is the United Kingdom’s national regulator responsible for enforcing workplace health, safety, and welfare laws and promoting safer working environments.
-
E.
Lambeth Group
The Lambeth Group is a geological rock formation in southeast England, consisting mainly of Paleogene-age sands, clays, and silts that underlie much of the London area.
- 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 Authority Triple: [Gangmasters and Labour Abuse Authority, predecessor, Gangmasters Licensing Authority]
Generated description
The Gangmasters Licensing Authority was a UK regulatory body responsible for licensing and policing labour providers in sectors such as agriculture, horticulture, and shellfish gathering to prevent worker exploitation.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Gangmasters Licensing Authority Target entity description: The Gangmasters Licensing Authority was a UK regulatory body responsible for licensing and policing labour providers in sectors such as agriculture, horticulture, and shellfish gathering to prevent worker exploitation.
-
A.
Gangmasters and Labour Abuse Authority
chosen
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.
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.
-
C.
Serious Organised Crime Agency
The Serious Organised Crime Agency was a former UK law enforcement body responsible for tackling serious and organized crime before its functions were absorbed into the National Crime Agency.
-
D.
Health and Safety Executive
The Health and Safety Executive is the United Kingdom’s national regulator responsible for enforcing workplace health, safety, and welfare laws and promoting safer working environments.
-
E.
Lambeth Group
The Lambeth Group is a geological rock formation in southeast England, consisting mainly of Paleogene-age sands, clays, and silts that underlie much of the London area.
- F. None of above.
Provenance (5 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_69b5db98ae888190aac5b5b7839ae7dd |
completed | March 14, 2026, 10:05 p.m. |
| NEDg | Description generation | batch_69b5dc3d81a08190b29b633009fab4ff |
completed | March 14, 2026, 10:07 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5e04f356c81909e3f6f2c865e0f99 |
completed | March 14, 2026, 10:25 p.m. |
Created at: March 12, 2026, 11:13 p.m.