Triple

T9230312
Position Surface form Disambiguated ID Type / Status
Subject Hartz IV unemployment benefit E221799 entity
Predicate legislativeBasis P125 FINISHED
Object Hartz IV law
The Hartz IV law is a German social welfare reform that restructured unemployment benefits and jobseeker support as part of the early-2000s labor market reforms.
E221799 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: Hartz IV law | Statement: [Hartz IV unemployment benefit, legislativeBasis, Hartz IV law]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hartz IV law
Context triple: [Hartz IV unemployment benefit, legislativeBasis, Hartz IV law]
  • A. Hartz IV unemployment benefit
    Hartz IV unemployment benefit was a German welfare reform program that combined unemployment assistance and social welfare into a single means-tested system, significantly reshaping the country’s labor and social security landscape.
  • B. Hartz II
    Hartz II is a German labor market reform package introduced in the early 2000s that, among other measures, created new forms of marginal employment such as “Mini-jobs” and “Midi-jobs” to increase labor market flexibility.
  • C. German Social Code
    The German Social Code is the comprehensive body of German federal law that regulates the country’s social security system, including health, pension, unemployment, and long-term care insurance.
  • D. Hartz III
    Hartz III was a German labor market reform package implemented in the early 2000s that restructured the Federal Employment Agency to improve job placement and labor market services.
  • E. German Part-Time and Fixed-Term Employment Act
    The German Part-Time and Fixed-Term Employment Act is a federal labor law that regulates the conditions under which employees can work part-time or on fixed-term contracts, aiming to protect workers from unjustified temporary employment and promote flexible working arrangements.
  • 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: Hartz IV law
Triple: [Hartz IV unemployment benefit, legislativeBasis, Hartz IV law]
Generated description
The Hartz IV law is a German social welfare reform that restructured unemployment benefits and jobseeker support as part of the early-2000s labor market reforms.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hartz IV law
Target entity description: The Hartz IV law is a German social welfare reform that restructured unemployment benefits and jobseeker support as part of the early-2000s labor market reforms.
  • A. Hartz IV unemployment benefit chosen
    Hartz IV unemployment benefit was a German welfare reform program that combined unemployment assistance and social welfare into a single means-tested system, significantly reshaping the country’s labor and social security landscape.
  • B. Hartz II
    Hartz II is a German labor market reform package introduced in the early 2000s that, among other measures, created new forms of marginal employment such as “Mini-jobs” and “Midi-jobs” to increase labor market flexibility.
  • C. German Social Code
    The German Social Code is the comprehensive body of German federal law that regulates the country’s social security system, including health, pension, unemployment, and long-term care insurance.
  • D. Hartz III
    Hartz III was a German labor market reform package implemented in the early 2000s that restructured the Federal Employment Agency to improve job placement and labor market services.
  • E. German Part-Time and Fixed-Term Employment Act
    The German Part-Time and Fixed-Term Employment Act is a federal labor law that regulates the conditions under which employees can work part-time or on fixed-term contracts, aiming to protect workers from unjustified temporary employment and promote flexible working arrangements.
  • 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_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_69d0b1ba860c8190b621b9fe88bc6ba2 completed April 4, 2026, 6:37 a.m.
NEDg Description generation batch_69d0b2e45674819091c7e1102c8844a5 completed April 4, 2026, 6:42 a.m.
NED2 Entity disambiguation (via description) batch_69d0b36590088190a92401d5f6c4c947 completed April 4, 2026, 6:44 a.m.
Created at: March 30, 2026, 7:29 p.m.