Triple
T3539932
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | OBR |
E74858
|
entity |
| Predicate | publishes |
P80
|
FINISHED |
| Object | Welfare trends report |
E74863
|
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 trends report | Statement: [OBR, publishes, Welfare trends report]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Welfare trends report Context triple: [OBR, publishes, Welfare trends report]
-
A.
Welfare trends report
chosen
The Welfare trends report is a periodic analytical publication by the UK’s Office for Budget Responsibility that examines past, present, and projected government welfare spending and its drivers.
-
B.
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.
-
C.
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.
-
D.
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.
-
E.
Beveridge Report
The Beveridge Report was a landmark 1942 British government document that proposed a comprehensive welfare state to combat the "five giants" of want, disease, ignorance, squalor, and idleness, laying the foundation for postwar social reforms.
- 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.