Triple

T9230337
Position Surface form Disambiguated ID Type / Status
Subject Hartz IV unemployment benefit E221799 entity
Predicate distinctFrom P1612 FINISHED
Object Arbeitslosengeld I
Arbeitslosengeld I is Germany’s primary contributory unemployment insurance benefit, paid for a limited time to jobseekers who previously paid into the statutory unemployment insurance system.
E786968 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: Arbeitslosengeld I | Statement: [Hartz IV unemployment benefit, distinctFrom, Arbeitslosengeld I]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Arbeitslosengeld I
Context triple: [Hartz IV unemployment benefit, distinctFrom, Arbeitslosengeld I]
  • 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. Jobseeker’s Allowance
    Jobseeker’s Allowance is a UK welfare benefit that provides financial support to people who are unemployed and actively looking for work.
  • C. 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.
  • D. Aid to Dependent Children
    Aid to Dependent Children was a New Deal-era federal assistance program that provided cash support to low-income families with children, particularly single-mother households, in the United States.
  • E. Universal Credit
    Universal Credit is a UK welfare benefit that combines several means-tested payments into a single monthly payment for people on low incomes or out of work.
  • 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: Arbeitslosengeld I
Triple: [Hartz IV unemployment benefit, distinctFrom, Arbeitslosengeld I]
Generated description
Arbeitslosengeld I is Germany’s primary contributory unemployment insurance benefit, paid for a limited time to jobseekers who previously paid into the statutory unemployment insurance system.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Arbeitslosengeld I
Target entity description: Arbeitslosengeld I is Germany’s primary contributory unemployment insurance benefit, paid for a limited time to jobseekers who previously paid into the statutory unemployment insurance system.
  • 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. Jobseeker’s Allowance
    Jobseeker’s Allowance is a UK welfare benefit that provides financial support to people who are unemployed and actively looking for work.
  • C. 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.
  • D. Aid to Dependent Children
    Aid to Dependent Children was a New Deal-era federal assistance program that provided cash support to low-income families with children, particularly single-mother households, in the United States.
  • E. Universal Credit
    Universal Credit is a UK welfare benefit that combines several means-tested payments into a single monthly payment for people on low incomes or out of work.
  • 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.