Triple

T13857665
Position Surface form Disambiguated ID Type / Status
Subject H-1B specialty occupation visa E333105 entity
Predicate dependentVisaCategory P111827 FINISHED
Object H-4 visa
The H-4 visa is a U.S. nonimmigrant visa that allows the spouses and unmarried children under 21 of certain employment-based visa holders, such as H-1B workers, to reside in the United States and, in some cases, obtain work authorization.
E1066948 NE FINISHED

How this triple was built (5 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: H-4 visa | Statement: [H-1B specialty occupation visa, dependentVisaCategory, H-4 visa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: H-4 visa
Context triple: [H-1B specialty occupation visa, dependentVisaCategory, H-4 visa]
  • A. 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.
  • B. 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.
  • C. 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.
  • 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. H-2B
    H-2B is a Japanese expendable heavy-lift launch vehicle developed by JAXA and Mitsubishi Heavy Industries, primarily used to launch the H-II Transfer Vehicle (HTV) cargo spacecraft to the International Space Station.
  • 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: H-4 visa
Triple: [H-1B specialty occupation visa, dependentVisaCategory, H-4 visa]
Generated description
The H-4 visa is a U.S. nonimmigrant visa that allows the spouses and unmarried children under 21 of certain employment-based visa holders, such as H-1B workers, to reside in the United States and, in some cases, obtain work authorization.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: H-4 visa
Target entity description: The H-4 visa is a U.S. nonimmigrant visa that allows the spouses and unmarried children under 21 of certain employment-based visa holders, such as H-1B workers, to reside in the United States and, in some cases, obtain work authorization.
  • A. 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.
  • B. 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.
  • C. 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.
  • 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. H-2B
    H-2B is a Japanese expendable heavy-lift launch vehicle developed by JAXA and Mitsubishi Heavy Industries, primarily used to launch the H-II Transfer Vehicle (HTV) cargo spacecraft to the International Space Station.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: dependentVisaCategory
Context triple: [H-1B specialty occupation visa, dependentVisaCategory, H-4 visa]
  • A. visaRequirement
    Indicates whether one party must obtain a visa in order to enter, stay in, or transit through the territory of another party.
  • B. supportsVisaOnArrival
    Indicates that a country or authority allows eligible travelers to obtain a visa upon arrival rather than requiring it in advance.
  • C. haveVisaLiberalizationWith
    Indicates that there exists a mutual agreement or policy framework under which entities allow eased or visa-free travel between them.
  • D. shareVisaPolicy
    Indicates that two entities apply the same or highly similar visa requirements and entry rules to travelers.
  • E. immigrationType
    Indicates the specific category or classification of an individual’s immigration status or entry into a country.
  • F. None of above. chosen

Provenance (7 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.
PD Predicate disambiguation batch_69dbc8691b608190a25a7c70a366b170 completed April 12, 2026, 4:29 p.m.
PDg Predicate description generation batch_69dcad0eea9881908f71e1eed9a2446b completed April 13, 2026, 8:45 a.m.
Created at: April 9, 2026, 10:14 p.m.