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.