Triple

T10051181
Position Surface form Disambiguated ID Type / Status
Subject Liam Byrne E207750 entity
Predicate positionHeld P8 FINISHED
Object Shadow Minister for Digital Government
The Shadow Minister for Digital Government is a UK opposition frontbench role responsible for scrutinising and proposing alternatives to the government’s policies on digital services, data, and technology in the public sector.
E837803 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: Shadow Minister for Digital Government | Statement: [Liam Byrne, positionHeld, Shadow Minister for Digital Government]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Shadow Minister for Digital Government
Context triple: [Liam Byrne, positionHeld, Shadow Minister for Digital Government]
  • A. Secretary of Information and Communications Technology
    The Secretary of Information and Communications Technology is the Philippine government’s chief official responsible for overseeing national policies, programs, and initiatives in information and communications technology and digital infrastructure.
  • B. Minister for Digital Transformation of Japan
    The Minister for Digital Transformation of Japan is a cabinet-level government official responsible for leading the country’s digitalization policies, including administrative digitization, data governance, and the promotion of digital infrastructure and services.
  • C. Secretary of State for Administrative Simplification
    The Secretary of State for Administrative Simplification is a Belgian government post responsible for reducing bureaucratic complexity and streamlining administrative procedures.
  • D. Minister for the Cabinet Office
    The Minister for the Cabinet Office is a senior UK government minister responsible for overseeing the effective running of the government, including cross-departmental coordination, public sector reform, and major projects.
  • E. Minister of Digital Transformation of Ukraine
    The Minister of Digital Transformation of Ukraine is the cabinet official responsible for overseeing the country’s digitalization, e-governance initiatives, and development of the IT and digital economy sectors.
  • 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: Shadow Minister for Digital Government
Triple: [Liam Byrne, positionHeld, Shadow Minister for Digital Government]
Generated description
The Shadow Minister for Digital Government is a UK opposition frontbench role responsible for scrutinising and proposing alternatives to the government’s policies on digital services, data, and technology in the public sector.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Shadow Minister for Digital Government
Target entity description: The Shadow Minister for Digital Government is a UK opposition frontbench role responsible for scrutinising and proposing alternatives to the government’s policies on digital services, data, and technology in the public sector.
  • A. Secretary of Information and Communications Technology
    The Secretary of Information and Communications Technology is the Philippine government’s chief official responsible for overseeing national policies, programs, and initiatives in information and communications technology and digital infrastructure.
  • B. Minister for Digital Transformation of Japan
    The Minister for Digital Transformation of Japan is a cabinet-level government official responsible for leading the country’s digitalization policies, including administrative digitization, data governance, and the promotion of digital infrastructure and services.
  • C. Secretary of State for Administrative Simplification
    The Secretary of State for Administrative Simplification is a Belgian government post responsible for reducing bureaucratic complexity and streamlining administrative procedures.
  • D. Minister for the Cabinet Office
    The Minister for the Cabinet Office is a senior UK government minister responsible for overseeing the effective running of the government, including cross-departmental coordination, public sector reform, and major projects.
  • E. Minister of Digital Transformation of Ukraine
    The Minister of Digital Transformation of Ukraine is the cabinet official responsible for overseeing the country’s digitalization, e-governance initiatives, and development of the IT and digital economy sectors.
  • 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_69ca835ad0608190b7c80b292da004f5 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cdcf8fb23c8190b48b30cb2368dc1f completed April 2, 2026, 2:08 a.m.
NED1 Entity disambiguation (via context triple) batch_69d2829e24488190be65cff760850b9e completed April 5, 2026, 3:41 p.m.
NEDg Description generation batch_69d28391f8fc8190964cdccaf5625617 completed April 5, 2026, 3:45 p.m.
NED2 Entity disambiguation (via description) batch_69d284604dc88190b452ee847d3390dd completed April 5, 2026, 3:48 p.m.
Created at: March 30, 2026, 8:56 p.m.