Triple

T7657914
Position Surface form Disambiguated ID Type / Status
Subject Oxford Martin School E173431 entity
Predicate hasProgram P178 FINISHED
Object Oxford Martin Programme on the Future of Work
The Oxford Martin Programme on the Future of Work is a research initiative at the University of Oxford that investigates how technological, economic, and social changes are transforming employment, skills, and labour markets worldwide.
E173431 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: Oxford Martin Programme on the Future of Work | Statement: [Oxford Martin School, hasProgram, Oxford Martin Programme on the Future of Work]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Oxford Martin Programme on the Future of Work
Context triple: [Oxford Martin School, hasProgram, Oxford Martin Programme on the Future of Work]
  • A. Oxford Martin School
    The Oxford Martin School is a multidisciplinary research institute at the University of Oxford focused on tackling global challenges and shaping the future through long-term, cross-cutting scholarship.
  • B. Institute of Labour Studies
    The Institute of Labour Studies is an academic center at Lumière University Lyon 2 specializing in research and education on work, employment, and labor relations.
  • C. Centre for Collaboration with Workplaces
    The Centre for Collaboration with Workplaces is a unit within the Norwegian Institute of Public Health that partners with employers and workplaces to promote health, prevent disease, and improve working environments.
  • D. Knowledge and Skills for the Future
    "Knowledge and Skills for the Future" is the official motto of Wrocław University of Science and Technology, emphasizing its focus on forward-looking, practical education and research.
  • E. Centre for Welfare and Labour Research
    The Centre for Welfare and Labour Research is a research faculty at OsloMet – Oslo Metropolitan University that focuses on welfare policy, social conditions, and labour market issues.
  • 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: Oxford Martin Programme on the Future of Work
Triple: [Oxford Martin School, hasProgram, Oxford Martin Programme on the Future of Work]
Generated description
The Oxford Martin Programme on the Future of Work is a research initiative at the University of Oxford that investigates how technological, economic, and social changes are transforming employment, skills, and labour markets worldwide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Oxford Martin Programme on the Future of Work
Target entity description: The Oxford Martin Programme on the Future of Work is a research initiative at the University of Oxford that investigates how technological, economic, and social changes are transforming employment, skills, and labour markets worldwide.
  • A. Oxford Martin School chosen
    The Oxford Martin School is a multidisciplinary research institute at the University of Oxford focused on tackling global challenges and shaping the future through long-term, cross-cutting scholarship.
  • B. Institute of Labour Studies
    The Institute of Labour Studies is an academic center at Lumière University Lyon 2 specializing in research and education on work, employment, and labor relations.
  • C. Centre for Collaboration with Workplaces
    The Centre for Collaboration with Workplaces is a unit within the Norwegian Institute of Public Health that partners with employers and workplaces to promote health, prevent disease, and improve working environments.
  • D. Knowledge and Skills for the Future
    "Knowledge and Skills for the Future" is the official motto of Wrocław University of Science and Technology, emphasizing its focus on forward-looking, practical education and research.
  • E. Centre for Welfare and Labour Research
    The Centre for Welfare and Labour Research is a research faculty at OsloMet – Oslo Metropolitan University that focuses on welfare policy, social conditions, and labour market issues.
  • 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_69c69955517c819085bc715b96d304d2 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c7019161548190855a5b1e9f5d7e99 completed March 27, 2026, 10:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69c89b0d345081909a1d4475fa3876f5 completed March 29, 2026, 3:22 a.m.
NEDg Description generation batch_69c89d77b7cc81908120da0121c94537 completed March 29, 2026, 3:33 a.m.
NED2 Entity disambiguation (via description) batch_69c89ddd81a88190924d41529e94b06b completed March 29, 2026, 3:34 a.m.
Created at: March 27, 2026, 3:59 p.m.