Triple
T8160150
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Iain Duncan Smith |
E190555
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object | Universal Credit welfare reform programme |
E58657
|
NE FINISHED |
How this triple was built (2 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: Universal Credit welfare reform programme | Statement: [Iain Duncan Smith, notableWork, Universal Credit welfare reform programme]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Universal Credit welfare reform programme Context triple: [Iain Duncan Smith, notableWork, Universal Credit welfare reform programme]
-
A.
Universal Credit
chosen
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.
-
B.
Welfare Reform and Work Act 2016
The Welfare Reform and Work Act 2016 is a UK law that overhauled key aspects of the welfare system, including benefits, tax credits, and employment support, as part of broader government austerity and welfare reform measures.
-
C.
Welfare Reform Act 2012
The Welfare Reform Act 2012 is a major UK law that overhauled the welfare system, consolidating multiple benefits and tightening eligibility in an effort to reduce welfare spending and encourage employment.
-
D.
Welfare Reform Act 2007
The Welfare Reform Act 2007 is a UK law that overhauled the disability and incapacity benefits system, introducing Employment and Support Allowance and new work-focused requirements for claimants.
-
E.
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.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69ca82bfeb6481909d07b91b5cf69f59 |
completed | March 30, 2026, 2:03 p.m. |
| NER | Named-entity recognition | batch_69cb45537d248190a0e998b6d336e6e1 |
completed | March 31, 2026, 3:53 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ccbf2c22f0819085c686c005f49486 |
completed | April 1, 2026, 6:46 a.m. |
Created at: March 30, 2026, 5:38 p.m.