Triple

T10342285
Position Surface form Disambiguated ID Type / Status
Subject Amsterdam Treaty employment chapter E243153 entity
Predicate linkedTo P37 FINISHED
Object National Action Plans for Employment
National Action Plans for Employment are country-specific strategic programs outlining how each EU member state intends to promote jobs, employability, and labor market reforms in line with common European employment objectives.
E243157 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: National Action Plans for Employment | Statement: [Amsterdam Treaty employment chapter, linkedTo, National Action Plans for Employment]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: National Action Plans for Employment
Context triple: [Amsterdam Treaty employment chapter, linkedTo, National Action Plans for Employment]
  • A. Fourth Act for Modern Services on the Labour Market
    The Fourth Act for Modern Services on the Labour Market is a major German labor market reform law that restructured unemployment and social welfare benefits as part of the Hartz reforms in the early 2000s.
  • B. Integrated Guidelines for Growth and Jobs
    The Integrated Guidelines for Growth and Jobs are a set of coordinated EU policy recommendations that guide member states’ economic and employment strategies to promote sustainable growth and job creation.
  • C. European Union institutions on labour and social policy
    European Union institutions on labour and social policy are the bodies and agencies of the EU responsible for developing, coordinating, and enforcing legislation and initiatives related to employment standards, workers’ rights, and social protection across member states.
  • D. Decent Work Agenda
    The Decent Work Agenda is a global policy framework that promotes opportunities for all workers to obtain fair, productive employment under conditions of freedom, equity, security, and human dignity.
  • E. National Occupational Research Agenda
    The National Occupational Research Agenda is a collaborative framework in the United States that guides research and prevention efforts to improve worker safety and health across diverse industries and hazards.
  • 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: National Action Plans for Employment
Triple: [Amsterdam Treaty employment chapter, linkedTo, National Action Plans for Employment]
Generated description
National Action Plans for Employment are country-specific strategic programs outlining how each EU member state intends to promote jobs, employability, and labor market reforms in line with common European employment objectives.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: National Action Plans for Employment
Target entity description: National Action Plans for Employment are country-specific strategic programs outlining how each EU member state intends to promote jobs, employability, and labor market reforms in line with common European employment objectives.
  • A. Fourth Act for Modern Services on the Labour Market
    The Fourth Act for Modern Services on the Labour Market is a major German labor market reform law that restructured unemployment and social welfare benefits as part of the Hartz reforms in the early 2000s.
  • B. Integrated Guidelines for Growth and Jobs chosen
    The Integrated Guidelines for Growth and Jobs are a set of coordinated EU policy recommendations that guide member states’ economic and employment strategies to promote sustainable growth and job creation.
  • C. European Union institutions on labour and social policy
    European Union institutions on labour and social policy are the bodies and agencies of the EU responsible for developing, coordinating, and enforcing legislation and initiatives related to employment standards, workers’ rights, and social protection across member states.
  • D. Decent Work Agenda
    The Decent Work Agenda is a global policy framework that promotes opportunities for all workers to obtain fair, productive employment under conditions of freedom, equity, security, and human dignity.
  • E. National Occupational Research Agenda
    The National Occupational Research Agenda is a collaborative framework in the United States that guides research and prevention efforts to improve worker safety and health across diverse industries and hazards.
  • 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_69d381af787481908bc401325c760a88 completed April 6, 2026, 9:49 a.m.
NER Named-entity recognition batch_69d4e91fdb2081909866c6ecf417d75a completed April 7, 2026, 11:23 a.m.
NED1 Entity disambiguation (via context triple) batch_69d75070c3ac8190b0d50a93d48c9bd9 completed April 9, 2026, 7:08 a.m.
NEDg Description generation batch_69d7618c9abc819080c4d6669dfb8320 completed April 9, 2026, 8:21 a.m.
NED2 Entity disambiguation (via description) batch_69d7702ae24481908b0f5319413e81d4 completed April 9, 2026, 9:23 a.m.
Created at: April 6, 2026, 11:55 a.m.