Triple

T2724578
Position Surface form Disambiguated ID Type / Status
Subject Biden administration E60160 entity
Predicate legislationSigned P30152 FINISHED
Object Inflation Reduction Act of 2022
The Inflation Reduction Act of 2022 is a major U.S. federal law focused on climate and clean energy investment, prescription drug pricing reform, and deficit reduction, enacted under President Joe Biden.
E292431 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: Inflation Reduction Act of 2022 | Statement: [Biden administration, legislationSigned, Inflation Reduction Act of 2022]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Inflation Reduction Act of 2022
Context triple: [Biden administration, legislationSigned, Inflation Reduction Act of 2022]
  • A. Consolidated Appropriations Act, 2023
    The Consolidated Appropriations Act, 2023 is a comprehensive U.S. federal omnibus spending law that funded the government for fiscal year 2023 and bundled numerous policy measures across defense, domestic programs, and regulatory reforms.
  • B. Consolidated Appropriations Act, 2021
    The Consolidated Appropriations Act, 2021 is a major U.S. federal spending and COVID-19 relief law that combined government funding with extensive economic stimulus measures enacted at the end of 2020.
  • C. Consolidated Appropriations Act, 2020
    The Consolidated Appropriations Act, 2020 is a comprehensive U.S. federal spending law that funded government operations for fiscal year 2020 and included various policy provisions and extensions.
  • D. Consolidated Appropriations Act, 2016
    The Consolidated Appropriations Act, 2016 is a comprehensive U.S. federal spending law that funded government operations for fiscal year 2016 and bundled numerous policy provisions, including major cybersecurity and tax measures.
  • E. National Defense Authorization Act for Fiscal Year 2021
    The National Defense Authorization Act for Fiscal Year 2021 is a major U.S. federal law that authorizes defense spending and includes wide-ranging policy provisions, including significant reforms to anti-money laundering regulations.
  • 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: Inflation Reduction Act of 2022
Triple: [Biden administration, legislationSigned, Inflation Reduction Act of 2022]
Generated description
The Inflation Reduction Act of 2022 is a major U.S. federal law focused on climate and clean energy investment, prescription drug pricing reform, and deficit reduction, enacted under President Joe Biden.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Inflation Reduction Act of 2022
Target entity description: The Inflation Reduction Act of 2022 is a major U.S. federal law focused on climate and clean energy investment, prescription drug pricing reform, and deficit reduction, enacted under President Joe Biden.
  • A. Consolidated Appropriations Act, 2023
    The Consolidated Appropriations Act, 2023 is a comprehensive U.S. federal omnibus spending law that funded the government for fiscal year 2023 and bundled numerous policy measures across defense, domestic programs, and regulatory reforms.
  • B. Consolidated Appropriations Act, 2021
    The Consolidated Appropriations Act, 2021 is a major U.S. federal spending and COVID-19 relief law that combined government funding with extensive economic stimulus measures enacted at the end of 2020.
  • C. Consolidated Appropriations Act, 2020
    The Consolidated Appropriations Act, 2020 is a comprehensive U.S. federal spending law that funded government operations for fiscal year 2020 and included various policy provisions and extensions.
  • D. Consolidated Appropriations Act, 2016
    The Consolidated Appropriations Act, 2016 is a comprehensive U.S. federal spending law that funded government operations for fiscal year 2016 and bundled numerous policy provisions, including major cybersecurity and tax measures.
  • E. National Defense Authorization Act for Fiscal Year 2021
    The National Defense Authorization Act for Fiscal Year 2021 is a major U.S. federal law that authorizes defense spending and includes wide-ranging policy provisions, including significant reforms to anti-money laundering regulations.
  • 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_69ab4b746d248190958e052045c09255 completed March 6, 2026, 9:47 p.m.
NER Named-entity recognition batch_69abdd1fc30c81909ac06588d50abdf8 completed March 7, 2026, 8:09 a.m.
NED1 Entity disambiguation (via context triple) batch_69afb69605308190b5a8078b275791fb completed March 10, 2026, 6:13 a.m.
NEDg Description generation batch_69afb7166d788190ac219fe3c3e164fe completed March 10, 2026, 6:15 a.m.
NED2 Entity disambiguation (via description) batch_69afb7acf3588190813bde4428dfe5f4 completed March 10, 2026, 6:18 a.m.
Created at: March 6, 2026, 9:55 p.m.