Triple

T18013587
Position Surface form Disambiguated ID Type / Status
Subject Sir Peter Gershon E430943 entity
Predicate knownFor P22 FINISHED
Object Gershon Review of public sector efficiency
The Gershon Review of public sector efficiency is a landmark UK government-commissioned report that identified ways to improve efficiency and achieve substantial cost savings across the public sector in the early 2000s.
E1301774 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: Gershon Review of public sector efficiency | Statement: [Sir Peter Gershon, knownFor, Gershon Review of public sector efficiency]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Gershon Review of public sector efficiency
Context triple: [Sir Peter Gershon, knownFor, Gershon Review of public sector efficiency]
  • A. Redesigning the Public Sector
    "Redesigning the Public Sector" is a book by economist Vicky Pryce that examines how to reform and modernize government services to improve efficiency, accountability, and outcomes.
  • B. 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.
  • C. 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.
  • D. New Zealand public sector reforms of the 1980s
    The New Zealand public sector reforms of the 1980s were a sweeping program of neoliberal restructuring that transformed government departments into commercially oriented entities, introduced market mechanisms into public services, and significantly reduced the role of the state in the economy.
  • E. Bureaucracy: What Government Agencies Do and Why They Do It
    "Bureaucracy: What Government Agencies Do and Why They Do It" is a seminal public administration and political science book by James Q. Wilson that analyzes how and why government agencies operate as they do.
  • 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: Gershon Review of public sector efficiency
Triple: [Sir Peter Gershon, knownFor, Gershon Review of public sector efficiency]
Generated description
The Gershon Review of public sector efficiency is a landmark UK government-commissioned report that identified ways to improve efficiency and achieve substantial cost savings across the public sector in the early 2000s.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Gershon Review of public sector efficiency
Target entity description: The Gershon Review of public sector efficiency is a landmark UK government-commissioned report that identified ways to improve efficiency and achieve substantial cost savings across the public sector in the early 2000s.
  • A. Redesigning the Public Sector
    "Redesigning the Public Sector" is a book by economist Vicky Pryce that examines how to reform and modernize government services to improve efficiency, accountability, and outcomes.
  • B. 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.
  • C. 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.
  • D. New Zealand public sector reforms of the 1980s
    The New Zealand public sector reforms of the 1980s were a sweeping program of neoliberal restructuring that transformed government departments into commercially oriented entities, introduced market mechanisms into public services, and significantly reduced the role of the state in the economy.
  • E. Bureaucracy: What Government Agencies Do and Why They Do It
    "Bureaucracy: What Government Agencies Do and Why They Do It" is a seminal public administration and political science book by James Q. Wilson that analyzes how and why government agencies operate as they do.
  • 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_69d8b904530081908bf341d842464856 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4b521befc81908dff44f19aa3d580 completed April 19, 2026, 10:57 a.m.
NED1 Entity disambiguation (via context triple) batch_6a034322df848190a296ad5f5dec41d4 completed May 12, 2026, 3:11 p.m.
NEDg Description generation batch_6a03454c6b5c8190b407625a66af2792 completed May 12, 2026, 3:20 p.m.
NED2 Entity disambiguation (via description) batch_6a03465cc8848190953289a88a802b19 completed May 12, 2026, 3:25 p.m.
Created at: April 10, 2026, 10:24 a.m.