Triple

T12528207
Position Surface form Disambiguated ID Type / Status
Subject Trade Adjustment Assistance for Workers program (employment and training components) E299491 entity
Predicate relatedProgram P37 FINISHED
Object Trade Readjustment Allowances
Trade Readjustment Allowances are income-support payments provided to eligible workers who lose their jobs due to increased imports or shifts in production abroad, helping them financially while they pursue retraining or job search activities.
E986328 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: Trade Readjustment Allowances | Statement: [Trade Adjustment Assistance for Workers program (employment and training components), relatedProgram, Trade Readjustment Allowances]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Trade Readjustment Allowances
Context triple: [Trade Adjustment Assistance for Workers program (employment and training components), relatedProgram, Trade Readjustment Allowances]
  • A. Montgomery GI Bill Selected Reserve
    The Montgomery GI Bill Selected Reserve is a U.S. Department of Veterans Affairs education benefit program that provides financial assistance for training and education to eligible members of the Reserve and National Guard.
  • B. Montgomery GI Bill
    The Montgomery GI Bill is a U.S. Department of Veterans Affairs education benefit program that provides financial assistance for tuition and training to eligible service members and veterans.
  • C. GI Bill
    The GI Bill is a landmark U.S. law that provided returning World War II veterans with benefits such as tuition assistance, low-cost mortgages, and unemployment support, profoundly expanding access to higher education and homeownership.
  • D. Defense Base Act
    The Defense Base Act is a U.S. federal workers’ compensation law that extends Longshore and Harbor Workers’ Compensation Act protections to civilian employees working on U.S. military bases or under U.S. government contracts outside the United States.
  • E. United States veterans benefits legislation
    United States veterans benefits legislation comprises federal laws that provide and regulate compensation, healthcare, education, housing, and other support services for military veterans and their families.
  • 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: Trade Readjustment Allowances
Triple: [Trade Adjustment Assistance for Workers program (employment and training components), relatedProgram, Trade Readjustment Allowances]
Generated description
Trade Readjustment Allowances are income-support payments provided to eligible workers who lose their jobs due to increased imports or shifts in production abroad, helping them financially while they pursue retraining or job search activities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Trade Readjustment Allowances
Target entity description: Trade Readjustment Allowances are income-support payments provided to eligible workers who lose their jobs due to increased imports or shifts in production abroad, helping them financially while they pursue retraining or job search activities.
  • A. Montgomery GI Bill Selected Reserve
    The Montgomery GI Bill Selected Reserve is a U.S. Department of Veterans Affairs education benefit program that provides financial assistance for training and education to eligible members of the Reserve and National Guard.
  • B. Montgomery GI Bill
    The Montgomery GI Bill is a U.S. Department of Veterans Affairs education benefit program that provides financial assistance for tuition and training to eligible service members and veterans.
  • C. GI Bill
    The GI Bill is a landmark U.S. law that provided returning World War II veterans with benefits such as tuition assistance, low-cost mortgages, and unemployment support, profoundly expanding access to higher education and homeownership.
  • D. Defense Base Act
    The Defense Base Act is a U.S. federal workers’ compensation law that extends Longshore and Harbor Workers’ Compensation Act protections to civilian employees working on U.S. military bases or under U.S. government contracts outside the United States.
  • E. United States veterans benefits legislation
    United States veterans benefits legislation comprises federal laws that provide and regulate compensation, healthcare, education, housing, and other support services for military veterans and their families.
  • 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_69d6ada5cdd48190860d9ce30aff69be completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d9545e90948190980bd4d64964a0f2 completed April 10, 2026, 7:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69f64bc674e881908673e1f9103cc8be completed May 2, 2026, 7:08 p.m.
NEDg Description generation batch_69f64c7c5d04819094fcbee0a4b5cbb4 completed May 2, 2026, 7:11 p.m.
NED2 Entity disambiguation (via description) batch_69f64d668e548190979b3da72fe21ae7 completed May 2, 2026, 7:15 p.m.
Created at: April 8, 2026, 9:57 p.m.