Triple
T23513904
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Income-Contingent Repayment Plan (ICR) |
E572503
|
entity |
| Predicate | comparedWith |
P278
|
FINISHED |
| Object | Pay As You Earn (PAYE) |
—
|
NE NERFINISHED |
How this triple was built (2 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: Pay As You Earn (PAYE) | Statement: [Income-Contingent Repayment Plan (ICR), comparedWith, Pay As You Earn (PAYE)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Pay As You Earn (PAYE) Context triple: [Income-Contingent Repayment Plan (ICR), comparedWith, Pay As You Earn (PAYE)]
-
A.
PAYE tax system
The PAYE tax system is the United Kingdom’s mechanism for collecting income tax and National Insurance directly from employees’ wages or pensions throughout the year.
-
B.
PAYGO
PAYGO is a U.S. federal budget rule that requires new spending or tax changes to be offset so they do not increase the federal deficit.
-
C.
PAYC
PAYC is the stock ticker symbol for Paycom Software, Inc., a U.S.-based provider of cloud-based human capital management and payroll software.
-
D.
Pay As You Earn
chosen
Pay As You Earn is a U.S. federal student loan repayment plan that caps monthly payments at a percentage of discretionary income and offers potential loan forgiveness after a set period.
-
E.
PAYA
PAYA is the ICAO airport code for Yakutat Airport, a public airport serving the community of Yakutat in Alaska, United States.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (2 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_69e245b5e4208190bac8a6509867e394 |
completed | April 17, 2026, 2:37 p.m. |
| NER | Named-entity recognition | batch_69f1aa80174c819088c9c19fdcf2a133 |
completed | April 29, 2026, 6:51 a.m. |
Created at: April 17, 2026, 6:08 p.m.