Triple

T8186304
Position Surface form Disambiguated ID Type / Status
Subject Public Law 104-191 E191191 entity
Predicate title P38 FINISHED
Object Title II – Preventing Health Care Fraud and Abuse; Administrative Simplification; Medical Liability Reform
Title II – Preventing Health Care Fraud and Abuse; Administrative Simplification; Medical Liability Reform is the section of the Health Insurance Portability and Accountability Act (HIPAA) that establishes national standards to combat health care fraud, protect patient information, and streamline the administration of health insurance.
E717989 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: Title II – Preventing Health Care Fraud and Abuse; Administrative Simplification; Medical Liability Reform | Statement: [Public Law 104-191, title, Title II – Preventing Health Care Fraud and Abuse; Administrative Simplification; Medical Liability Reform]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Title II – Preventing Health Care Fraud and Abuse; Administrative Simplification; Medical Liability Reform
Context triple: [Public Law 104-191, title, Title II – Preventing Health Care Fraud and Abuse; Administrative Simplification; Medical Liability Reform]
  • A. Title II
    Title II is a major federal education funding program that supports improving teacher quality and professional development in K–12 schools across the United States.
  • B. Title II
    Title II is the section of the Digital Millennium Copyright Act that establishes safe harbor provisions limiting online service providers’ liability for copyright-infringing content posted by their users.
  • C. Title II
    Title II is the section of the Economic Opportunity Act of 1964 that established and funded the federal Head Start early childhood education program for low-income children.
  • D. Title II
    Title II is the section of the Americans with Disabilities Act that prohibits disability-based discrimination by state and local governments and requires equal access to their programs, services, and activities.
  • E. Title II
    Title II is the section of the Genetic Information Nondiscrimination Act of 2008 that prohibits employers from using individuals’ genetic information in employment decisions and restricts the acquisition and disclosure of such information.
  • 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: Title II – Preventing Health Care Fraud and Abuse; Administrative Simplification; Medical Liability Reform
Triple: [Public Law 104-191, title, Title II – Preventing Health Care Fraud and Abuse; Administrative Simplification; Medical Liability Reform]
Generated description
Title II – Preventing Health Care Fraud and Abuse; Administrative Simplification; Medical Liability Reform is the section of the Health Insurance Portability and Accountability Act (HIPAA) that establishes national standards to combat health care fraud, protect patient information, and streamline the administration of health insurance.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Title II – Preventing Health Care Fraud and Abuse; Administrative Simplification; Medical Liability Reform
Target entity description: Title II – Preventing Health Care Fraud and Abuse; Administrative Simplification; Medical Liability Reform is the section of the Health Insurance Portability and Accountability Act (HIPAA) that establishes national standards to combat health care fraud, protect patient information, and streamline the administration of health insurance.
  • A. Title II
    Title II is a major federal education funding program that supports improving teacher quality and professional development in K–12 schools across the United States.
  • B. Title II
    Title II is the section of the Digital Millennium Copyright Act that establishes safe harbor provisions limiting online service providers’ liability for copyright-infringing content posted by their users.
  • C. Title II
    Title II is the section of the Economic Opportunity Act of 1964 that established and funded the federal Head Start early childhood education program for low-income children.
  • D. Title II
    Title II is the section of the Americans with Disabilities Act that prohibits disability-based discrimination by state and local governments and requires equal access to their programs, services, and activities.
  • E. Title II
    Title II is the section of the Genetic Information Nondiscrimination Act of 2008 that prohibits employers from using individuals’ genetic information in employment decisions and restricts the acquisition and disclosure of such information.
  • 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_69ca82c5b6948190a583c096fb0a6c71 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb4c52407c8190bd366fce6d4e02cd completed March 31, 2026, 4:23 a.m.
NED1 Entity disambiguation (via context triple) batch_69cced7a109c819092d43d9e3cfc0706 completed April 1, 2026, 10:03 a.m.
NEDg Description generation batch_69ccf09b827881908e7fd7e9ff251674 completed April 1, 2026, 10:16 a.m.
NED2 Entity disambiguation (via description) batch_69cd0579b6d08190a5c68d730e1c6284 completed April 1, 2026, 11:46 a.m.
Created at: March 30, 2026, 5:41 p.m.