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.