Triple
T2436058
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | BLS |
E52961
|
entity |
| Predicate | publishes |
P80
|
FINISHED |
| Object |
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.
|
E266530
|
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: Employment Projections | Statement: [BLS, publishes, Employment Projections]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Employment Projections Context triple: [BLS, publishes, Employment Projections]
-
A.
Summary of Economic Projections
The Summary of Economic Projections is a quarterly report in which Federal Reserve policymakers present their forecasts for key U.S. economic indicators and the future path of monetary policy.
-
B.
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.
-
C.
Bureau of Labor Statistics
The Bureau of Labor Statistics is the principal U.S. federal agency responsible for collecting, analyzing, and disseminating essential economic data on labor market activity, prices, and productivity.
-
D.
Joint Employment Report
The Joint Employment Report is an annual European Union document that reviews member states’ employment policies and labor market performance to guide and coordinate EU-wide employment strategy.
-
E.
Jobs
Jobs is the surname of Steve Jobs, the influential co-founder and longtime leader of Apple Inc.
- 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: Employment Projections Triple: [BLS, publishes, Employment Projections]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Employment Projections Target entity description: 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.
-
A.
Summary of Economic Projections
The Summary of Economic Projections is a quarterly report in which Federal Reserve policymakers present their forecasts for key U.S. economic indicators and the future path of monetary policy.
-
B.
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.
-
C.
Bureau of Labor Statistics
The Bureau of Labor Statistics is the principal U.S. federal agency responsible for collecting, analyzing, and disseminating essential economic data on labor market activity, prices, and productivity.
-
D.
Joint Employment Report
The Joint Employment Report is an annual European Union document that reviews member states’ employment policies and labor market performance to guide and coordinate EU-wide employment strategy.
-
E.
Jobs
Jobs is the surname of Steve Jobs, the influential co-founder and longtime leader of Apple Inc.
- 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_69ab4959bcc0819083246f9fb10439e3 |
completed | March 6, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69abc9cd49b48190bff10a5ab7cef483 |
completed | March 7, 2026, 6:46 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69aebf6e23088190b0ce2feaa3eddda4 |
completed | March 9, 2026, 12:39 p.m. |
| NEDg | Description generation | batch_69aec7eb422c8190a568a8e1e98cbca8 |
completed | March 9, 2026, 1:15 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69aecc1438588190a87c15cbfe48ba7f |
completed | March 9, 2026, 1:33 p.m. |
Created at: March 6, 2026, 9:43 p.m.