Triple
T2797072
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Shadow Secretary of State for Health |
E53061
|
entity |
| Predicate | hasScope |
P397
|
FINISHED |
| Object |
NHS workforce
The NHS workforce comprises the doctors, nurses, allied health professionals, support staff, and managers employed across the United Kingdom’s National Health Service to deliver publicly funded healthcare.
|
E299472
|
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: NHS workforce | Statement: [Shadow Secretary of State for Health, hasScope, NHS workforce]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: NHS workforce Context triple: [Shadow Secretary of State for Health, hasScope, NHS workforce]
-
A.
NHS organisations
NHS organisations are publicly funded healthcare bodies in the United Kingdom that provide medical services, public health functions, and clinical training within the National Health Service.
-
B.
NHS Improvement
NHS Improvement was a national healthcare body in England responsible for overseeing and supporting NHS trusts to improve the quality, efficiency, and financial sustainability of services.
-
C.
NHS Digital
NHS Digital is the national information and technology partner to the UK’s health and care system, responsible for collecting, managing, and providing access to health and social care data in England.
-
D.
Title V Health Care Workforce
Title V Health Care Workforce is a section of the Affordable Care Act that focuses on strengthening and expanding the U.S. health care workforce through training, education, and support programs.
-
E.
NHS England
NHS England is the national body responsible for overseeing the budget, planning, delivery, and improvement of most publicly funded healthcare services in England.
- 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: NHS workforce Triple: [Shadow Secretary of State for Health, hasScope, NHS workforce]
Generated description
The NHS workforce comprises the doctors, nurses, allied health professionals, support staff, and managers employed across the United Kingdom’s National Health Service to deliver publicly funded healthcare.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: NHS workforce Target entity description: The NHS workforce comprises the doctors, nurses, allied health professionals, support staff, and managers employed across the United Kingdom’s National Health Service to deliver publicly funded healthcare.
-
A.
NHS organisations
NHS organisations are publicly funded healthcare bodies in the United Kingdom that provide medical services, public health functions, and clinical training within the National Health Service.
-
B.
NHS Improvement
NHS Improvement was a national healthcare body in England responsible for overseeing and supporting NHS trusts to improve the quality, efficiency, and financial sustainability of services.
-
C.
NHS Digital
NHS Digital is the national information and technology partner to the UK’s health and care system, responsible for collecting, managing, and providing access to health and social care data in England.
-
D.
Title V Health Care Workforce
Title V Health Care Workforce is a section of the Affordable Care Act that focuses on strengthening and expanding the U.S. health care workforce through training, education, and support programs.
-
E.
NHS England
NHS England is the national body responsible for overseeing the budget, planning, delivery, and improvement of most publicly funded healthcare services in England.
- 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_69ab495a90788190941b6917e1eca3a6 |
completed | March 6, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69abddf0f4988190bffc3abab7edbb81 |
completed | March 7, 2026, 8:12 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69afc66798148190bd7b163043167409 |
completed | March 10, 2026, 7:21 a.m. |
| NEDg | Description generation | batch_69afc6e6d4bc81908108fe24677448c3 |
completed | March 10, 2026, 7:23 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69afc792051c8190b8c95156e5fcfe2f |
completed | March 10, 2026, 7:26 a.m. |
Created at: March 6, 2026, 9:58 p.m.