Triple

T20804697
Position Surface form Disambiguated ID Type / Status
Subject enhanced FMAP E512125 entity
Predicate fullName P16 FINISHED
Object Enhanced Federal Medical Assistance Percentage
Enhanced Federal Medical Assistance Percentage is a higher federal matching rate used to incentivize and support specific Medicaid and CHIP expenditures by increasing the share of costs paid by the federal government.
E1451796 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: Enhanced Federal Medical Assistance Percentage | Statement: [enhanced FMAP, fullName, Enhanced Federal Medical Assistance Percentage]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Enhanced Federal Medical Assistance Percentage
Context triple: [enhanced FMAP, fullName, Enhanced Federal Medical Assistance Percentage]
  • A. PPP and Health Care Enhancement Act
    The PPP and Health Care Enhancement Act is a 2020 U.S. federal law that provided additional funding for the Paycheck Protection Program and expanded support for hospitals and COVID-19 testing during the coronavirus pandemic.
  • B. Medicare Rural Hospital Flexibility Program
    The Medicare Rural Hospital Flexibility Program is a U.S. federal initiative that supports rural hospitals—particularly Critical Access Hospitals—in improving financial stability, quality of care, and access to essential health services in underserved communities.
  • C. Indian Health Care Improvement Act
    The Indian Health Care Improvement Act is a key U.S. federal law that permanently authorizes and structures health care services for American Indians and Alaska Natives, aiming to raise their health status to the highest possible level.
  • D. Moving Ahead for Progress in the 21st Century Act
    The Moving Ahead for Progress in the 21st Century Act (MAP-21) is a U.S. federal transportation funding and authorization law that restructured and streamlined surface transportation programs, including data and performance management requirements.
  • E. Pandemic and All-Hazards Preparedness Act
    The Pandemic and All-Hazards Preparedness Act is a U.S. federal law that strengthens national public health and medical preparedness and response capabilities for emergencies such as pandemics, bioterrorism, and natural disasters.
  • 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: Enhanced Federal Medical Assistance Percentage
Triple: [enhanced FMAP, fullName, Enhanced Federal Medical Assistance Percentage]
Generated description
Enhanced Federal Medical Assistance Percentage is a higher federal matching rate used to incentivize and support specific Medicaid and CHIP expenditures by increasing the share of costs paid by the federal government.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Enhanced Federal Medical Assistance Percentage
Target entity description: Enhanced Federal Medical Assistance Percentage is a higher federal matching rate used to incentivize and support specific Medicaid and CHIP expenditures by increasing the share of costs paid by the federal government.
  • A. PPP and Health Care Enhancement Act
    The PPP and Health Care Enhancement Act is a 2020 U.S. federal law that provided additional funding for the Paycheck Protection Program and expanded support for hospitals and COVID-19 testing during the coronavirus pandemic.
  • B. Medicare Rural Hospital Flexibility Program
    The Medicare Rural Hospital Flexibility Program is a U.S. federal initiative that supports rural hospitals—particularly Critical Access Hospitals—in improving financial stability, quality of care, and access to essential health services in underserved communities.
  • C. Indian Health Care Improvement Act
    The Indian Health Care Improvement Act is a key U.S. federal law that permanently authorizes and structures health care services for American Indians and Alaska Natives, aiming to raise their health status to the highest possible level.
  • D. Moving Ahead for Progress in the 21st Century Act
    The Moving Ahead for Progress in the 21st Century Act (MAP-21) is a U.S. federal transportation funding and authorization law that restructured and streamlined surface transportation programs, including data and performance management requirements.
  • E. Pandemic and All-Hazards Preparedness Act
    The Pandemic and All-Hazards Preparedness Act is a U.S. federal law that strengthens national public health and medical preparedness and response capabilities for emergencies such as pandemics, bioterrorism, and natural disasters.
  • 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_69e0b4cc69f481908e98751e697b9df4 completed April 16, 2026, 10:07 a.m.
NER Named-entity recognition batch_69e6c2ce6420819091792ffaa3c46c53 completed April 21, 2026, 12:20 a.m.
NED1 Entity disambiguation (via context triple) batch_6a08f8c7221c81908cac8475577b5d5b completed May 16, 2026, 11:07 p.m.
NEDg Description generation batch_6a08fd4bda1c8190addc1204672686f8 completed May 16, 2026, 11:27 p.m.
NED2 Entity disambiguation (via description) batch_6a08fe0b586c8190a85bc0c39dd2072c completed May 16, 2026, 11:30 p.m.
Created at: April 16, 2026, 12:40 p.m.