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.