Triple
T13857535
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | EB-3 skilled workers, professionals, and other workers immigrant visa |
E333103
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
U.S. employment-based immigration system
The U.S. employment-based immigration system is the framework of laws, categories, and procedures through which foreign nationals can obtain permanent residency in the United States on the basis of qualifying work and employer sponsorship.
|
E333102
|
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: U.S. employment-based immigration system | Statement: [EB-3 skilled workers, professionals, and other workers immigrant visa, partOf, U.S. employment-based immigration system]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: U.S. employment-based immigration system Context triple: [EB-3 skilled workers, professionals, and other workers immigrant visa, partOf, U.S. employment-based immigration system]
-
A.
public workforce system of the United States
The public workforce system of the United States is the nationwide network of government-funded programs and centers that provide job search assistance, training, and employment services to workers and employers.
-
B.
EB-1 priority workers immigrant visa
The EB-1 priority workers immigrant visa is a U.S. employment-based green card category for individuals with extraordinary ability, outstanding professors or researchers, and certain multinational executives or managers.
-
C.
Diversity Immigrant Visa
The Diversity Immigrant Visa is a U.S. immigration program that allocates a limited number of permanent resident visas each year to individuals from countries with historically low rates of immigration to the United States, selected by lottery.
-
D.
United States immigration reform
United States immigration reform refers to ongoing efforts to change and update the country’s laws and policies governing who can enter, work, and live in the United States, often focusing on issues like legal immigration pathways, border security, and the status of undocumented immigrants.
-
E.
Office of Special Counsel for Immigration-Related Unfair Employment Practices
The Office of Special Counsel for Immigration-Related Unfair Employment Practices was a U.S. Department of Justice office responsible for enforcing federal laws against employment discrimination based on citizenship status or national origin in hiring, firing, and recruitment.
- 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: U.S. employment-based immigration system Triple: [EB-3 skilled workers, professionals, and other workers immigrant visa, partOf, U.S. employment-based immigration system]
Generated description
The U.S. employment-based immigration system is the framework of laws, categories, and procedures through which foreign nationals can obtain permanent residency in the United States on the basis of qualifying work and employer sponsorship.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: U.S. employment-based immigration system Target entity description: The U.S. employment-based immigration system is the framework of laws, categories, and procedures through which foreign nationals can obtain permanent residency in the United States on the basis of qualifying work and employer sponsorship.
-
A.
public workforce system of the United States
The public workforce system of the United States is the nationwide network of government-funded programs and centers that provide job search assistance, training, and employment services to workers and employers.
-
B.
EB-1 priority workers immigrant visa
chosen
The EB-1 priority workers immigrant visa is a U.S. employment-based green card category for individuals with extraordinary ability, outstanding professors or researchers, and certain multinational executives or managers.
-
C.
Diversity Immigrant Visa
The Diversity Immigrant Visa is a U.S. immigration program that allocates a limited number of permanent resident visas each year to individuals from countries with historically low rates of immigration to the United States, selected by lottery.
-
D.
United States immigration reform
United States immigration reform refers to ongoing efforts to change and update the country’s laws and policies governing who can enter, work, and live in the United States, often focusing on issues like legal immigration pathways, border security, and the status of undocumented immigrants.
-
E.
Office of Special Counsel for Immigration-Related Unfair Employment Practices
The Office of Special Counsel for Immigration-Related Unfair Employment Practices was a U.S. Department of Justice office responsible for enforcing federal laws against employment discrimination based on citizenship status or national origin in hiring, firing, and recruitment.
- F. None of above.
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_69d81c5ba13c8190839315f54768acfd |
completed | April 9, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69de02dc9f488190b7181dcb7e304632 |
completed | April 14, 2026, 9:03 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f7c0fb7c3c819081fc6f89aa17d6af |
completed | May 3, 2026, 9:41 p.m. |
| NEDg | Description generation | batch_69f7c2c711948190ac614291592a7e03 |
completed | May 3, 2026, 9:48 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f7c36f28b48190b734a9e5e7ae39b9 |
completed | May 3, 2026, 9:51 p.m. |
Created at: April 9, 2026, 10:14 p.m.