Triple

T9230313
Position Surface form Disambiguated ID Type / Status
Subject Hartz IV unemployment benefit E221799 entity
Predicate legislativeBasis P125 FINISHED
Object 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.
E786965 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: Fourth Act for Modern Services on the Labour Market | Statement: [Hartz IV unemployment benefit, legislativeBasis, Fourth Act for Modern Services on the Labour Market]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Fourth Act for Modern Services on the Labour Market
Context triple: [Hartz IV unemployment benefit, legislativeBasis, Fourth Act for Modern Services on the Labour Market]
  • A. 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.
  • B. Committee on the Labour Market
    The Committee on the Labour Market is a standing committee of the Swedish Riksdag responsible for issues related to employment, labor law, and working conditions.
  • C. Capital and Labour Redefined
    Capital and Labour Redefined is a scholarly work by economist Amiya Kumar Bagchi that critically examines the historical and contemporary dynamics between capital and labor within global capitalism.
  • D. Amsterdam Treaty employment chapter
    The Amsterdam Treaty employment chapter is a key section of the 1997 Amsterdam Treaty that strengthened the European Union’s role in promoting job creation and coordinated employment policies among member states.
  • E. STC on Labour, Employment and Social Affairs
    The STC on Labour, Employment and Social Affairs is an African Union specialized technical committee responsible for guiding and coordinating continental policies and programs on labor, employment, social protection, and related social development 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: Fourth Act for Modern Services on the Labour Market
Triple: [Hartz IV unemployment benefit, legislativeBasis, Fourth Act for Modern Services on the Labour Market]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Fourth Act for Modern Services on the Labour Market
Target entity description: 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.
  • A. 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.
  • B. Committee on the Labour Market
    The Committee on the Labour Market is a standing committee of the Swedish Riksdag responsible for issues related to employment, labor law, and working conditions.
  • C. Capital and Labour Redefined
    Capital and Labour Redefined is a scholarly work by economist Amiya Kumar Bagchi that critically examines the historical and contemporary dynamics between capital and labor within global capitalism.
  • D. Amsterdam Treaty employment chapter
    The Amsterdam Treaty employment chapter is a key section of the 1997 Amsterdam Treaty that strengthened the European Union’s role in promoting job creation and coordinated employment policies among member states.
  • E. STC on Labour, Employment and Social Affairs
    The STC on Labour, Employment and Social Affairs is an African Union specialized technical committee responsible for guiding and coordinating continental policies and programs on labor, employment, social protection, and related social development issues.
  • 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_69ca83ed628c8190bc02d641e57f097f completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69ccee17a2dc8190b373f78be7247f0d completed April 1, 2026, 10:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69d077a789f0819087d7f7612bbeaf6a completed April 4, 2026, 2:29 a.m.
NEDg Description generation batch_69d07a23205881909d96450759016e94 completed April 4, 2026, 2:40 a.m.
NED2 Entity disambiguation (via description) batch_69d07aaf06a08190b721e4b3f5a65c29 completed April 4, 2026, 2:42 a.m.
Created at: March 30, 2026, 7:29 p.m.