Triple

T21128587
Position Surface form Disambiguated ID Type / Status
Subject Public Law 114-94 E520622 entity
Predicate modifiesProgram P13559 FINISHED
Object Transportation Infrastructure Finance and Innovation Act program — NE NERFINISHED

How this triple was built (3 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: Transportation Infrastructure Finance and Innovation Act program | Statement: [Public Law 114-94, modifiesProgram, Transportation Infrastructure Finance and Innovation Act program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Transportation Infrastructure Finance and Innovation Act program
Context triple: [Public Law 114-94, modifiesProgram, Transportation Infrastructure Finance and Innovation Act program]
  • A. U.S. surface transportation authorization acts
    U.S. surface transportation authorization acts are federal laws that periodically set funding levels, policies, and program structures for the nation’s highways, transit, and related infrastructure.
  • B. Transportation Equity Act for the 21st Century
    The Transportation Equity Act for the 21st Century is a major U.S. federal transportation law enacted in 1998 that authorized surface transportation programs, emphasized equity and environmental considerations, and expanded data and planning requirements for transportation agencies.
  • C. Transportation Improvement Programs
    Transportation Improvement Programs are short-range, federally required planning documents that prioritize and allocate funding for transportation projects within a metropolitan area.
  • D. Fixing America’s Surface Transportation Act
    The Fixing America’s Surface Transportation (FAST) Act is a U.S. federal law enacted in 2015 that authorizes long-term funding and policy for the nation’s surface transportation infrastructure, including highways, transit, and safety programs.
  • E. Surface Transportation Block Grant Program
    The Surface Transportation Block Grant Program is a major federal funding program that provides flexible financial assistance to states and localities for a wide range of surface transportation projects, including highways, transit, and safety improvements.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Transportation Infrastructure Finance and Innovation Act program
Target entity description: The Transportation Infrastructure Finance and Innovation Act program is a U.S. federal credit program that provides loans and other financial assistance to support major transportation infrastructure projects.
  • A. U.S. surface transportation authorization acts
    U.S. surface transportation authorization acts are federal laws that periodically set funding levels, policies, and program structures for the nation’s highways, transit, and related infrastructure.
  • B. Transportation Equity Act for the 21st Century
    The Transportation Equity Act for the 21st Century is a major U.S. federal transportation law enacted in 1998 that authorized surface transportation programs, emphasized equity and environmental considerations, and expanded data and planning requirements for transportation agencies.
  • C. Transportation Improvement Programs
    Transportation Improvement Programs are short-range, federally required planning documents that prioritize and allocate funding for transportation projects within a metropolitan area.
  • D. Fixing America’s Surface Transportation Act
    The Fixing America’s Surface Transportation (FAST) Act is a U.S. federal law enacted in 2015 that authorizes long-term funding and policy for the nation’s surface transportation infrastructure, including highways, transit, and safety programs.
  • E. Surface Transportation Block Grant Program
    The Surface Transportation Block Grant Program is a major federal funding program that provides flexible financial assistance to states and localities for a wide range of surface transportation projects, including highways, transit, and safety improvements.
  • F. None of above. chosen

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_69e0b50b53048190ae34e8abbe3c5ada completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e7223a7a588190a01a66921b79b98b completed April 21, 2026, 7:07 a.m.
Created at: April 16, 2026, 2:56 p.m.