Triple

T1620614
Position Surface form Disambiguated ID Type / Status
Subject Form 941 E35021 entity
Predicate relatedTo P37 FINISHED
Object Medicare payroll tax
The Medicare payroll tax is a federal employment tax in the United States that funds the Medicare program by withholding a percentage of wages from employees and requiring matching contributions from employers.
E5806 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: Medicare payroll tax | Statement: [Form 941, relatedTo, Medicare payroll tax]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Medicare payroll tax
Context triple: [Form 941, relatedTo, Medicare payroll tax]
  • A. Federal Insurance Contributions Act taxes
    Federal Insurance Contributions Act taxes are U.S. payroll taxes imposed on employers and employees to finance Social Security and Medicare programs.
  • B. Medicare trust funds
    Medicare trust funds are federal financial accounts that collect dedicated revenues and disburse payments to support the Medicare program’s health coverage for eligible beneficiaries.
  • C. Medicare
    Medicare is a U.S. federal health insurance program primarily serving people aged 65 and older, as well as certain younger individuals with disabilities or specific medical conditions.
  • D. Social Security wage base limit
    The Social Security wage base limit is the maximum annual amount of a worker’s earnings that is subject to Social Security payroll taxes, above which no additional Social Security tax is owed.
  • E. Social Security Act amendments
    Social Security Act amendments are legislative changes enacted by the U.S. Congress over time to expand, modify, or refine the nation’s Social Security and related social insurance programs.
  • 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: Medicare payroll tax
Triple: [Form 941, relatedTo, Medicare payroll tax]
Generated description
The Medicare payroll tax is a federal employment tax in the United States that funds the Medicare program by withholding a percentage of wages from employees and requiring matching contributions from employers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Medicare payroll tax
Target entity description: The Medicare payroll tax is a federal employment tax in the United States that funds the Medicare program by withholding a percentage of wages from employees and requiring matching contributions from employers.
  • A. Federal Insurance Contributions Act taxes chosen
    Federal Insurance Contributions Act taxes are U.S. payroll taxes imposed on employers and employees to finance Social Security and Medicare programs.
  • B. Medicare trust funds
    Medicare trust funds are federal financial accounts that collect dedicated revenues and disburse payments to support the Medicare program’s health coverage for eligible beneficiaries.
  • C. Medicare
    Medicare is a U.S. federal health insurance program primarily serving people aged 65 and older, as well as certain younger individuals with disabilities or specific medical conditions.
  • D. Social Security wage base limit
    The Social Security wage base limit is the maximum annual amount of a worker’s earnings that is subject to Social Security payroll taxes, above which no additional Social Security tax is owed.
  • E. Social Security Act amendments
    Social Security Act amendments are legislative changes enacted by the U.S. Congress over time to expand, modify, or refine the nation’s Social Security and related social insurance programs.
  • F. None of above.

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_69a886023194819080a3fccd6e325d0e completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a909b0738c8190b073e0ccec5e217d completed March 5, 2026, 4:42 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad58c9ed4c8190a546ec4977f60695 completed March 8, 2026, 11:08 a.m.
NEDg Description generation batch_69ad5a0a88ac819096598917c2c9de48 completed March 8, 2026, 11:14 a.m.
NED2 Entity disambiguation (via description) batch_69ad5a85071c8190bab5cefcd918bb8d completed March 8, 2026, 11:16 a.m.
Created at: March 4, 2026, 7:28 p.m.