Triple

T13857576
Position Surface form Disambiguated ID Type / Status
Subject EB-3 skilled workers, professionals, and other workers immigrant visa E333103 entity
Predicate distinguishedFrom P1612 FINISHED
Object EB-2 immigrant visa category
The EB-2 immigrant visa category is a U.S. employment-based green card classification for foreign nationals who are members of the professions holding advanced degrees or who have exceptional ability in the sciences, arts, or business.
E1066945 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: EB-2 immigrant visa category | Statement: [EB-3 skilled workers, professionals, and other workers immigrant visa, distinguishedFrom, EB-2 immigrant visa category]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: EB-2 immigrant visa category
Context triple: [EB-3 skilled workers, professionals, and other workers immigrant visa, distinguishedFrom, EB-2 immigrant visa category]
  • A. H-1B specialty occupation visa
    The H-1B specialty occupation visa is a U.S. nonimmigrant visa that allows employers to temporarily hire foreign workers in professional roles requiring specialized knowledge and at least a bachelor’s degree or equivalent.
  • 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. EB-3 skilled workers, professionals, and other workers immigrant visa
    The EB-3 skilled workers, professionals, and other workers immigrant visa is a U.S. employment-based green card category that allows certain foreign nationals with qualifying job offers and varying levels of education or experience to obtain permanent residency.
  • D. EB-4 special immigrants immigrant visa
    The EB-4 special immigrants immigrant visa is a U.S. employment-based green card category reserved for certain special classes of immigrants, such as religious workers, certain employees of U.S. foreign service posts, and other designated groups.
  • E. T visa
    The T visa is a U.S. nonimmigrant visa that allows certain victims of severe human trafficking to remain in the United States and access protection and services while assisting law enforcement.
  • 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: EB-2 immigrant visa category
Triple: [EB-3 skilled workers, professionals, and other workers immigrant visa, distinguishedFrom, EB-2 immigrant visa category]
Generated description
The EB-2 immigrant visa category is a U.S. employment-based green card classification for foreign nationals who are members of the professions holding advanced degrees or who have exceptional ability in the sciences, arts, or business.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: EB-2 immigrant visa category
Target entity description: The EB-2 immigrant visa category is a U.S. employment-based green card classification for foreign nationals who are members of the professions holding advanced degrees or who have exceptional ability in the sciences, arts, or business.
  • A. H-1B specialty occupation visa
    The H-1B specialty occupation visa is a U.S. nonimmigrant visa that allows employers to temporarily hire foreign workers in professional roles requiring specialized knowledge and at least a bachelor’s degree or equivalent.
  • 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. EB-3 skilled workers, professionals, and other workers immigrant visa
    The EB-3 skilled workers, professionals, and other workers immigrant visa is a U.S. employment-based green card category that allows certain foreign nationals with qualifying job offers and varying levels of education or experience to obtain permanent residency.
  • D. EB-4 special immigrants immigrant visa
    The EB-4 special immigrants immigrant visa is a U.S. employment-based green card category reserved for certain special classes of immigrants, such as religious workers, certain employees of U.S. foreign service posts, and other designated groups.
  • E. T visa
    The T visa is a U.S. nonimmigrant visa that allows certain victims of severe human trafficking to remain in the United States and access protection and services while assisting law enforcement.
  • 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_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.