Triple

T1964760
Position Surface form Disambiguated ID Type / Status
Subject Agenda 2010 E42662 entity
Predicate resultedIn P374 FINISHED
Object 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.
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 unemployment benefit | Statement: [Agenda 2010, resultedIn, Hartz IV unemployment benefit]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hartz IV unemployment benefit
Context triple: [Agenda 2010, resultedIn, Hartz IV unemployment benefit]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Employment and Support Allowance
    Employment and Support Allowance is a UK social security benefit that provides financial support and work-related assistance to people whose ability to work is limited by illness or disability.
  • E. Supplemental Security Income
    Supplemental Security Income is a U.S. federal needs-based program that provides monthly cash benefits to low-income individuals who are aged, blind, or disabled.
  • 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 unemployment benefit
Triple: [Agenda 2010, resultedIn, Hartz IV unemployment benefit]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hartz IV unemployment benefit
Target entity description: 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.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Employment and Support Allowance
    Employment and Support Allowance is a UK social security benefit that provides financial support and work-related assistance to people whose ability to work is limited by illness or disability.
  • E. Supplemental Security Income
    Supplemental Security Income is a U.S. federal needs-based program that provides monthly cash benefits to low-income individuals who are aged, blind, or disabled.
  • 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_69a88711151c8190940b2572095059d7 completed March 4, 2026, 7:25 p.m.
NER Named-entity recognition batch_69abb3ada4148190ad830d4a3d7fd662 completed March 7, 2026, 5:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae03211fe48190b70814bdd35e8a6b completed March 8, 2026, 11:15 p.m.
NEDg Description generation batch_69ae039a7c948190b8b4b4c2045007d3 completed March 8, 2026, 11:17 p.m.
NED2 Entity disambiguation (via description) batch_69ae042728f48190850848116a371794 completed March 8, 2026, 11:20 p.m.
Created at: March 4, 2026, 7:36 p.m.