Triple
T277760
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Autumn Statement |
E5285
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object |
Spending Review
The Spending Review is a periodic UK government process that sets multi-year departmental budgets and outlines public spending priorities.
|
E35634
|
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: Spending Review | Statement: [Autumn Statement, relatedTo, Spending Review]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Spending Review Context triple: [Autumn Statement, relatedTo, Spending Review]
-
A.
Autumn Statement
The Autumn Statement is a key annual fiscal policy update delivered by the UK government outlining economic forecasts, tax changes, and public spending plans.
-
B.
Office for Budget Responsibility
The Office for Budget Responsibility is the United Kingdom’s independent fiscal watchdog, responsible for producing economic forecasts and assessing the sustainability of public finances.
-
C.
OpenSpending
OpenSpending is an open data project and platform that collects, visualizes, and makes government and public financial information accessible and analyzable.
-
D.
A Tract on Monetary Reform
A Tract on Monetary Reform is an influential 1923 book by economist John Maynard Keynes that analyzes post–World War I inflation and advocates for pragmatic monetary policy and currency stabilization.
-
E.
Montford Reforms
The Montford Reforms were a set of constitutional changes introduced by the British government in 1919 that expanded limited self-governance in colonial India through dyarchy in the provinces and increased Indian participation in legislative councils.
- 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: Spending Review Triple: [Autumn Statement, relatedTo, Spending Review]
Generated description
The Spending Review is a periodic UK government process that sets multi-year departmental budgets and outlines public spending priorities.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Spending Review Target entity description: The Spending Review is a periodic UK government process that sets multi-year departmental budgets and outlines public spending priorities.
-
A.
Autumn Statement
The Autumn Statement is a key annual fiscal policy update delivered by the UK government outlining economic forecasts, tax changes, and public spending plans.
-
B.
Office for Budget Responsibility
The Office for Budget Responsibility is the United Kingdom’s independent fiscal watchdog, responsible for producing economic forecasts and assessing the sustainability of public finances.
-
C.
OpenSpending
OpenSpending is an open data project and platform that collects, visualizes, and makes government and public financial information accessible and analyzable.
-
D.
A Tract on Monetary Reform
A Tract on Monetary Reform is an influential 1923 book by economist John Maynard Keynes that analyzes post–World War I inflation and advocates for pragmatic monetary policy and currency stabilization.
-
E.
Montford Reforms
The Montford Reforms were a set of constitutional changes introduced by the British government in 1919 that expanded limited self-governance in colonial India through dyarchy in the provinces and increased Indian participation in legislative councils.
- 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_69a257e6c8788190987dfe705ca2912a |
completed | Feb. 28, 2026, 2:50 a.m. |
| NER | Named-entity recognition | batch_69a25dee7830819087f153769a8496b9 |
completed | Feb. 28, 2026, 3:15 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a39153528c8190a0f1e69a3f94b305 |
completed | March 1, 2026, 1:07 a.m. |
| NEDg | Description generation | batch_69a391aa604481909f1b08f7eb9709f4 |
completed | March 1, 2026, 1:08 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a3922dd17c819099bcc68a19f48e10 |
completed | March 1, 2026, 1:11 a.m. |
Created at: Feb. 28, 2026, 2:59 a.m.