Triple

T3173837
Position Surface form Disambiguated ID Type / Status
Subject Immigration Act of 1990 E66414 entity
Predicate createdVisaCategory P44449 FINISHED
Object 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.
 E333104 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-4 special immigrants immigrant visa | Statement: [Immigration Act of 1990, createdVisaCategory, EB-4 special immigrants immigrant visa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: EB-4 special immigrants immigrant visa
Context triple: [Immigration Act of 1990, createdVisaCategory, EB-4 special immigrants immigrant visa]
  • A. U visa
    The U visa is a U.S. nonimmigrant visa that provides temporary legal status and work authorization to certain noncitizen victims of serious crimes who assist law enforcement in investigating or prosecuting those crimes.
  • B. 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.
  • C. Special Agricultural Worker program
    The Special Agricultural Worker program was a U.S. immigration initiative that granted legal status to certain undocumented farmworkers who met specific agricultural employment requirements.
  • D. I-485
    I-485 is the beltway interstate highway that loops around the city of Charlotte, North Carolina.
  • E. I-140
    I-140 is a designation used for auxiliary Interstate Highways in the United States, typically serving as bypasses or connectors around urban areas.
  • 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-4 special immigrants immigrant visa
Triple: [Immigration Act of 1990, createdVisaCategory, EB-4 special immigrants immigrant visa]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: EB-4 special immigrants immigrant visa
Target entity description: 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.
  • A. U visa
    The U visa is a U.S. nonimmigrant visa that provides temporary legal status and work authorization to certain noncitizen victims of serious crimes who assist law enforcement in investigating or prosecuting those crimes.
  • B. 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.
  • C. Special Agricultural Worker program
    The Special Agricultural Worker program was a U.S. immigration initiative that granted legal status to certain undocumented farmworkers who met specific agricultural employment requirements.
  • D. I-485
    I-485 is the beltway interstate highway that loops around the city of Charlotte, North Carolina.
  • E. I-140
    I-140 is a designation used for auxiliary Interstate Highways in the United States, typically serving as bypasses or connectors around urban areas.
  • 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_69ad8586a34c8190944c63ec11a8de1a completed March 8, 2026, 2:19 p.m.
NER Named-entity recognition batch_69ada670c800819098937783e2b05c7a completed March 8, 2026, 4:40 p.m.
NED1 Entity disambiguation (via context triple) batch_69b235edf7708190b79605a05baf1711 completed March 12, 2026, 3:41 a.m.
NEDg Description generation batch_69b236e61ae88190a76b942c6cddff41 completed March 12, 2026, 3:45 a.m.
NED2 Entity disambiguation (via description) batch_69b23770ed4c8190b5d929cc95a286a0 completed March 12, 2026, 3:48 a.m.
Created at: March 8, 2026, 3:06 p.m.