Triple
T4328195
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Migration Advisory Committee |
E96682
|
entity |
| Predicate | advisesOn |
P489
|
FINISHED |
| Object |
Shortage Occupation List
The Shortage Occupation List is a UK government list identifying jobs with labour shortages where employers can more easily recruit workers from abroad.
|
E431671
|
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: Shortage Occupation List | Statement: [Migration Advisory Committee, advisesOn, Shortage Occupation List]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Shortage Occupation List Context triple: [Migration Advisory Committee, advisesOn, Shortage Occupation List]
-
A.
Employment Projections
Employment Projections is a U.S. Bureau of Labor Statistics program that provides long-term forecasts of labor force, industry, and occupational employment trends to inform workforce and education planning.
-
B.
Bureau of Health Workforce
The Bureau of Health Workforce is a division of the U.S. Department of Health and Human Services that focuses on improving the distribution, diversity, and capacity of the nation’s health care workforce, particularly in underserved areas.
-
C.
Employment Situation report
The Employment Situation report is a key monthly U.S. labor market release that provides official data on employment, unemployment, and related indicators.
-
D.
Employment Service
Employment Service was a former UK government agency responsible for helping people find work and administering employment-related benefits before its functions were absorbed into successor bodies.
-
E.
BLS
BLS is the principal U.S. federal agency that collects, analyzes, and disseminates essential economic data on labor markets, prices, and productivity.
- 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: Shortage Occupation List Triple: [Migration Advisory Committee, advisesOn, Shortage Occupation List]
Generated description
The Shortage Occupation List is a UK government list identifying jobs with labour shortages where employers can more easily recruit workers from abroad.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Shortage Occupation List Target entity description: The Shortage Occupation List is a UK government list identifying jobs with labour shortages where employers can more easily recruit workers from abroad.
-
A.
Employment Projections
Employment Projections is a U.S. Bureau of Labor Statistics program that provides long-term forecasts of labor force, industry, and occupational employment trends to inform workforce and education planning.
-
B.
Bureau of Health Workforce
The Bureau of Health Workforce is a division of the U.S. Department of Health and Human Services that focuses on improving the distribution, diversity, and capacity of the nation’s health care workforce, particularly in underserved areas.
-
C.
Employment Situation report
The Employment Situation report is a key monthly U.S. labor market release that provides official data on employment, unemployment, and related indicators.
-
D.
Employment Service
Employment Service was a former UK government agency responsible for helping people find work and administering employment-related benefits before its functions were absorbed into successor bodies.
-
E.
BLS
BLS is the principal U.S. federal agency that collects, analyzes, and disseminates essential economic data on labor markets, prices, and productivity.
- 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_69b34542fd908190b11b08faad8decfd |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b35133688c8190ab5527ae01748f13 |
completed | March 12, 2026, 11:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5d09bf304819084fc1b9162c8b48a |
completed | March 14, 2026, 9:18 p.m. |
| NEDg | Description generation | batch_69b5d48a56f881909cc75f45d87c8151 |
completed | March 14, 2026, 9:35 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5d4f99ff08190957b46cd84954f79 |
completed | March 14, 2026, 9:36 p.m. |
Created at: March 12, 2026, 11:13 p.m.