Triple

T17005938
Position Surface form Disambiguated ID Type / Status
Subject American Taxpayer Relief Act of 2012 E412569 entity
Predicate makesPermanent P96422 FINISHED
Object American Opportunity Tax Credit (with modifications over time)
The American Opportunity Tax Credit is a partially refundable federal income tax credit that helps offset qualified higher education expenses for eligible students during their first four years of postsecondary study.
E1244470 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: American Opportunity Tax Credit (with modifications over time) | Statement: [American Taxpayer Relief Act of 2012, makesPermanent, American Opportunity Tax Credit (with modifications over time)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: American Opportunity Tax Credit (with modifications over time)
Context triple: [American Taxpayer Relief Act of 2012, makesPermanent, American Opportunity Tax Credit (with modifications over time)]
  • A. Additional Child Tax Credit
    The Additional Child Tax Credit is a refundable U.S. federal income tax credit that allows eligible low- and moderate-income families to receive a refund based on the Child Tax Credit even if they owe little or no income tax.
  • B. Oregon 529 college savings programs
    Oregon 529 college savings programs are state-sponsored, tax-advantaged investment plans that help families save and grow funds for future higher education expenses.
  • C. Earned Income Tax Credit
    The Earned Income Tax Credit is a refundable federal tax credit in the United States that supplements the wages of low- to moderate-income workers, particularly those with children, to reduce poverty and encourage employment.
  • D. Missouri 529 education savings programs
    Missouri 529 education savings programs are state-sponsored, tax-advantaged investment plans that help families save and pay for future education expenses for beneficiaries.
  • E. Student Aid and Fiscal Responsibility Act
    The Student Aid and Fiscal Responsibility Act was a U.S. legislative proposal aimed at overhauling federal student loan programs by expanding direct lending, increasing funding for Pell Grants, and redirecting savings toward education and deficit reduction.
  • 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: American Opportunity Tax Credit (with modifications over time)
Triple: [American Taxpayer Relief Act of 2012, makesPermanent, American Opportunity Tax Credit (with modifications over time)]
Generated description
The American Opportunity Tax Credit is a partially refundable federal income tax credit that helps offset qualified higher education expenses for eligible students during their first four years of postsecondary study.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: American Opportunity Tax Credit (with modifications over time)
Target entity description: The American Opportunity Tax Credit is a partially refundable federal income tax credit that helps offset qualified higher education expenses for eligible students during their first four years of postsecondary study.
  • A. Additional Child Tax Credit
    The Additional Child Tax Credit is a refundable U.S. federal income tax credit that allows eligible low- and moderate-income families to receive a refund based on the Child Tax Credit even if they owe little or no income tax.
  • B. Oregon 529 college savings programs
    Oregon 529 college savings programs are state-sponsored, tax-advantaged investment plans that help families save and grow funds for future higher education expenses.
  • C. Earned Income Tax Credit
    The Earned Income Tax Credit is a refundable federal tax credit in the United States that supplements the wages of low- to moderate-income workers, particularly those with children, to reduce poverty and encourage employment.
  • D. Missouri 529 education savings programs
    Missouri 529 education savings programs are state-sponsored, tax-advantaged investment plans that help families save and pay for future education expenses for beneficiaries.
  • E. Student Aid and Fiscal Responsibility Act
    The Student Aid and Fiscal Responsibility Act was a U.S. legislative proposal aimed at overhauling federal student loan programs by expanding direct lending, increasing funding for Pell Grants, and redirecting savings toward education and deficit reduction.
  • 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_69d886cb581c8190ab05f4b429c9cd85 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3d3831268819089286053a5acf653 completed April 18, 2026, 6:54 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00dc2035848190bf299875d37c8ac7 completed May 10, 2026, 7:27 p.m.
NEDg Description generation batch_6a0114d7d03c8190943777f4eac956fd completed May 10, 2026, 11:29 p.m.
NED2 Entity disambiguation (via description) batch_6a01159a08b081908fc82adc7cca532a completed May 10, 2026, 11:32 p.m.
Created at: April 10, 2026, 5:32 a.m.