Triple
T3539980
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Conservative–Liberal Democrat coalition government |
E74859
|
entity |
| Predicate | introducedLegislation |
P14522
|
FINISHED |
| Object | Welfare Reform Act 2012 |
E282245
|
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: Welfare Reform Act 2012 | Statement: [Conservative–Liberal Democrat coalition government, introducedLegislation, Welfare Reform Act 2012]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Welfare Reform Act 2012 Context triple: [Conservative–Liberal Democrat coalition government, introducedLegislation, Welfare Reform Act 2012]
-
A.
Welfare Reform Act 2012
chosen
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.
-
B.
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.
-
C.
Health and Social Care Act 2012
The Health and Social Care Act 2012 is a major UK law that overhauled the National Health Service in England, expanding competition, restructuring commissioning, and redistributing responsibilities among health bodies.
-
D.
Public Welfare Amendments of 1962
The Public Welfare Amendments of 1962 were a major U.S. federal law that reformed and expanded social welfare programs, particularly Aid to Families with Dependent Children, to emphasize social services and rehabilitation for recipients.
-
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_69ad85d274cc8190ab59c97298a1cfbf |
completed | March 8, 2026, 2:21 p.m. |
| NER | Named-entity recognition | batch_69adbccbbb5c8190a951754dda5fc642 |
completed | March 8, 2026, 6:15 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b38bd7fa3881909fee11cc6f4af7ea |
completed | March 13, 2026, 4 a.m. |
Created at: March 8, 2026, 3:20 p.m.