Triple

T13867198
Position Surface form Disambiguated ID Type / Status
Subject Public Law 106-554 E333354 entity
Predicate containsAct P79729 FINISHED
Object Transportation and Related Agencies Appropriations Act, 2001
The Transportation and Related Agencies Appropriations Act, 2001 is a U.S. federal law that provided annual funding for the Department of Transportation and related agencies for fiscal year 2001.
E1066661 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: Transportation and Related Agencies Appropriations Act, 2001 | Statement: [Public Law 106-554, containsAct, Transportation and Related Agencies Appropriations Act, 2001]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Transportation and Related Agencies Appropriations Act, 2001
Context triple: [Public Law 106-554, containsAct, Transportation and Related Agencies Appropriations Act, 2001]
  • A. Treasury and General Government Appropriations Act, 2001
    The Treasury and General Government Appropriations Act, 2001 is a U.S. federal appropriations law that funded the Department of the Treasury and related agencies for fiscal year 2001 and served as the legislative vehicle for provisions such as the Information Quality Act.
  • B. Omnibus Consolidated Appropriations Act of 1997
    The Omnibus Consolidated Appropriations Act of 1997 was a comprehensive U.S. federal spending bill that bundled multiple appropriations and policy measures, including major immigration reforms, into a single piece of legislation.
  • C. Intermodal Surface Transportation Efficiency Act of 1991
    The Intermodal Surface Transportation Efficiency Act of 1991 is a landmark U.S. federal law that reoriented national transportation policy toward integrated, multimodal planning and investment, emphasizing flexibility, environmental considerations, and state and local decision-making.
  • D. 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.
  • E. 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.
  • 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: Transportation and Related Agencies Appropriations Act, 2001
Triple: [Public Law 106-554, containsAct, Transportation and Related Agencies Appropriations Act, 2001]
Generated description
The Transportation and Related Agencies Appropriations Act, 2001 is a U.S. federal law that provided annual funding for the Department of Transportation and related agencies for fiscal year 2001.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Transportation and Related Agencies Appropriations Act, 2001
Target entity description: The Transportation and Related Agencies Appropriations Act, 2001 is a U.S. federal law that provided annual funding for the Department of Transportation and related agencies for fiscal year 2001.
  • A. Treasury and General Government Appropriations Act, 2001
    The Treasury and General Government Appropriations Act, 2001 is a U.S. federal appropriations law that funded the Department of the Treasury and related agencies for fiscal year 2001 and served as the legislative vehicle for provisions such as the Information Quality Act.
  • B. Omnibus Consolidated Appropriations Act of 1997
    The Omnibus Consolidated Appropriations Act of 1997 was a comprehensive U.S. federal spending bill that bundled multiple appropriations and policy measures, including major immigration reforms, into a single piece of legislation.
  • C. Intermodal Surface Transportation Efficiency Act of 1991
    The Intermodal Surface Transportation Efficiency Act of 1991 is a landmark U.S. federal law that reoriented national transportation policy toward integrated, multimodal planning and investment, emphasizing flexibility, environmental considerations, and state and local decision-making.
  • D. 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.
  • E. 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.
  • 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_69d81c5ced9c8190b0e9bcc6effe5959 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de2aa428ac819084e7c4b244d15f20 completed April 14, 2026, 11:53 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7c1039128819086cfe9f966b9f142 completed May 3, 2026, 9:41 p.m.
NEDg Description generation batch_69f7c1e7efd88190ac07472647da69e7 completed May 3, 2026, 9:45 p.m.
NED2 Entity disambiguation (via description) batch_69f7c33c2f34819084502d5f03f09ddd completed May 3, 2026, 9:50 p.m.
Created at: April 9, 2026, 10:14 p.m.