Triple

T15341925
Position Surface form Disambiguated ID Type / Status
Subject National Audit Office E366814 entity
Predicate primaryFunction P88 FINISHED
Object Report to Parliament on value for money of public expenditure
The "Report to Parliament on value for money of public expenditure" is an official audit document that evaluates how efficiently and effectively public funds are used, providing independent scrutiny and accountability to the legislature.
E1152112 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: Report to Parliament on value for money of public expenditure | Statement: [National Audit Office, primaryFunction, Report to Parliament on value for money of public expenditure]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Report to Parliament on value for money of public expenditure
Context triple: [National Audit Office, primaryFunction, Report to Parliament on value for money of public expenditure]
  • A. Parliamentary Ombud for Scrutiny of the Public Administration
    The Parliamentary Ombud for Scrutiny of the Public Administration is Norway’s independent parliamentary-appointed watchdog that investigates complaints and ensures that public authorities respect citizens’ rights and follow the law.
  • B. Spending Review
    The Spending Review is a periodic UK government process that sets multi-year departmental budgets and outlines public spending priorities.
  • C. Budget Responsibility and National Audit Act 2011
    The Budget Responsibility and National Audit Act 2011 is a UK law that established the statutory framework for independent fiscal oversight and public audit, including the creation and governance of the Office for Budget Responsibility.
  • D. Tebbit Report
    The Tebbit Report is a 1980s-era Conservative Party review authored by Norman Tebbit that examined and recommended reforms to the party’s organization and campaigning strategy in the UK.
  • E. UK government’s Public Sector Transparency Board
    The UK government’s Public Sector Transparency Board was an advisory body established to promote open data and transparency across the public sector, helping to shape policies on releasing government information to the public.
  • 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: Report to Parliament on value for money of public expenditure
Triple: [National Audit Office, primaryFunction, Report to Parliament on value for money of public expenditure]
Generated description
The "Report to Parliament on value for money of public expenditure" is an official audit document that evaluates how efficiently and effectively public funds are used, providing independent scrutiny and accountability to the legislature.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Report to Parliament on value for money of public expenditure
Target entity description: The "Report to Parliament on value for money of public expenditure" is an official audit document that evaluates how efficiently and effectively public funds are used, providing independent scrutiny and accountability to the legislature.
  • A. Parliamentary Ombud for Scrutiny of the Public Administration
    The Parliamentary Ombud for Scrutiny of the Public Administration is Norway’s independent parliamentary-appointed watchdog that investigates complaints and ensures that public authorities respect citizens’ rights and follow the law.
  • B. Spending Review
    The Spending Review is a periodic UK government process that sets multi-year departmental budgets and outlines public spending priorities.
  • C. Budget Responsibility and National Audit Act 2011
    The Budget Responsibility and National Audit Act 2011 is a UK law that established the statutory framework for independent fiscal oversight and public audit, including the creation and governance of the Office for Budget Responsibility.
  • D. Tebbit Report
    The Tebbit Report is a 1980s-era Conservative Party review authored by Norman Tebbit that examined and recommended reforms to the party’s organization and campaigning strategy in the UK.
  • E. UK government’s Public Sector Transparency Board
    The UK government’s Public Sector Transparency Board was an advisory body established to promote open data and transparency across the public sector, helping to shape policies on releasing government information to the public.
  • 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_69d85a1355608190a6673ddb67231d54 completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e03e14d8088190876fceca75d12322 completed April 16, 2026, 1:40 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff01f55e9881908612c4e384836fb5 completed May 9, 2026, 9:44 a.m.
NEDg Description generation batch_69ff030970588190a793cd710e819635 completed May 9, 2026, 9:48 a.m.
NED2 Entity disambiguation (via description) batch_69ff04633de08190867ad3baec6b2b02 completed May 9, 2026, 9:54 a.m.
Created at: April 10, 2026, 3:17 a.m.