Triple

T4328120
Position Surface form Disambiguated ID Type / Status
Subject Gangmasters and Labour Abuse Authority E96680 entity
Predicate legallyMandatedBy P28394 FINISHED
Object Immigration Act 2016
The Immigration Act 2016 is a UK law that overhauled immigration enforcement and labour market regulation, including expanding powers to tackle illegal working and labour exploitation.
 E431667 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: Immigration Act 2016 | Statement: [Gangmasters and Labour Abuse Authority, legallyMandatedBy, Immigration Act 2016]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Immigration Act 2016
Context triple: [Gangmasters and Labour Abuse Authority, legallyMandatedBy, Immigration Act 2016]
  • A. Immigration Act 1971
    The Immigration Act 1971 is a key UK law that established the modern framework for immigration control and the rights of entry and residence for people coming to or living in the United Kingdom.
  • B. Immigration Rules (United Kingdom)
    Immigration Rules (United Kingdom) are the detailed legal framework that governs who can enter, stay, work, and settle in the UK and under what conditions.
  • C. Refugee Act of 1980
    The Refugee Act of 1980 is a landmark U.S. law that created a permanent, standardized system for admitting and resettling refugees in accordance with international humanitarian principles.
  • D. Immigration Act of 1990
    The Immigration Act of 1990 is a major U.S. federal law that overhauled immigration policy by significantly increasing legal immigration levels, creating new visa categories (including the diversity visa lottery), and revising grounds for exclusion and deportation.
  • E. Protection of Freedoms Act 2012
    The Protection of Freedoms Act 2012 is a UK law that reforms surveillance, data protection, and civil liberty safeguards, including rules on DNA retention, CCTV use, and vetting procedures.
  • 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: Immigration Act 2016
Triple: [Gangmasters and Labour Abuse Authority, legallyMandatedBy, Immigration Act 2016]
Generated description
The Immigration Act 2016 is a UK law that overhauled immigration enforcement and labour market regulation, including expanding powers to tackle illegal working and labour exploitation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Immigration Act 2016
Target entity description: The Immigration Act 2016 is a UK law that overhauled immigration enforcement and labour market regulation, including expanding powers to tackle illegal working and labour exploitation.
  • A. Immigration Act 1971
    The Immigration Act 1971 is a key UK law that established the modern framework for immigration control and the rights of entry and residence for people coming to or living in the United Kingdom.
  • B. Immigration Rules (United Kingdom)
    Immigration Rules (United Kingdom) are the detailed legal framework that governs who can enter, stay, work, and settle in the UK and under what conditions.
  • C. Refugee Act of 1980
    The Refugee Act of 1980 is a landmark U.S. law that created a permanent, standardized system for admitting and resettling refugees in accordance with international humanitarian principles.
  • D. Immigration Act of 1990
    The Immigration Act of 1990 is a major U.S. federal law that overhauled immigration policy by significantly increasing legal immigration levels, creating new visa categories (including the diversity visa lottery), and revising grounds for exclusion and deportation.
  • E. Protection of Freedoms Act 2012
    The Protection of Freedoms Act 2012 is a UK law that reforms surveillance, data protection, and civil liberty safeguards, including rules on DNA retention, CCTV use, and vetting procedures.
  • F. None of above. chosen

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_69b3563eab24819088add9180af2ce3c completed March 13, 2026, 12:11 a.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.
Created at: March 12, 2026, 11:13 p.m.