Triple
T3173842
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Immigration Act of 1990 |
E66414
|
entity |
| Predicate | modifiedVisaCategory |
P46768
|
FINISHED |
| Object |
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.
|
E333105
|
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-1B specialty occupation visa | Statement: [Immigration Act of 1990, modifiedVisaCategory, H-1B specialty occupation visa]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: H-1B specialty occupation visa Context triple: [Immigration Act of 1990, modifiedVisaCategory, H-1B specialty occupation 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.
O-1
O-1 is the entry-level commissioned officer pay grade in the United States Navy, typically held by ensigns beginning their naval officer careers.
-
D.
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.
-
E.
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.
- 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-1B specialty occupation visa Triple: [Immigration Act of 1990, modifiedVisaCategory, H-1B specialty occupation visa]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: H-1B specialty occupation visa Target entity description: 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.
-
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.
O-1
O-1 is the entry-level commissioned officer pay grade in the United States Navy, typically held by ensigns beginning their naval officer careers.
-
D.
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.
-
E.
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.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: modifiedVisaCategory Context triple: [Immigration Act of 1990, modifiedVisaCategory, H-1B specialty occupation visa]
-
A.
admissionType
Indicates the category or manner in which an entity (such as a person or case) is formally accepted or admitted into a system, institution, or process.
-
B.
cardType
Indicates the classification or category assigned to a card within a given system or context.
-
C.
alternativeMembership
Indicates that an entity belongs to one of several possible groups or categories that can substitute for each other as valid memberships.
-
D.
eligibilityCategory
Indicates the classification or type of eligibility that applies to an entity within a given context.
-
E.
memberCategory
Indicates that an entity belongs to or is classified under a specific category or group.
- 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_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. |
| PD | Predicate disambiguation | batch_69ad9e0076b4819094628f1ad10b8f68 |
completed | March 8, 2026, 4:04 p.m. |
| PDg | Predicate description generation | batch_69ada20880e481908ecac09d49b1f1c3 |
completed | March 8, 2026, 4:21 p.m. |
Created at: March 8, 2026, 3:06 p.m.