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.