Triple

T1037253
Position Surface form Disambiguated ID Type / Status
Subject Highway Trust Fund E22390 entity
Predicate relatedTo P37 FINISHED
Object 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.
E122144 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: Fixing America’s Surface Transportation Act | Statement: [Highway Trust Fund, relatedTo, Fixing America’s Surface Transportation Act]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Fixing America’s Surface Transportation Act
Context triple: [Highway Trust Fund, relatedTo, Fixing America’s Surface Transportation Act]
  • A. 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.
  • B. Department of Transportation Act
    The Department of Transportation Act is the U.S. federal law enacted in 1966 that created the United States Department of Transportation to coordinate and oversee national transportation policies and programs.
  • C. Passenger Rail Investment and Improvement Act of 2008
    The Passenger Rail Investment and Improvement Act of 2008 is a U.S. federal law that reauthorized and reformed Amtrak while establishing new funding, performance, and planning frameworks to improve intercity passenger rail service nationwide.
  • D. National Highway System Designation Act of 1995
    The National Highway System Designation Act of 1995 is a U.S. federal law that formally established the National Highway System and authorized funding and policies for its development and maintenance.
  • E. Amtrak Reform and Accountability Act of 1997
    The Amtrak Reform and Accountability Act of 1997 is a U.S. federal law that restructured Amtrak’s operations and finances, aiming to improve its efficiency and move it toward greater financial self-sufficiency.
  • 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: Fixing America’s Surface Transportation Act
Triple: [Highway Trust Fund, relatedTo, Fixing America’s Surface Transportation Act]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Fixing America’s Surface Transportation Act
Target entity description: 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.
  • A. 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.
  • B. Department of Transportation Act
    The Department of Transportation Act is the U.S. federal law enacted in 1966 that created the United States Department of Transportation to coordinate and oversee national transportation policies and programs.
  • C. Passenger Rail Investment and Improvement Act of 2008
    The Passenger Rail Investment and Improvement Act of 2008 is a U.S. federal law that reauthorized and reformed Amtrak while establishing new funding, performance, and planning frameworks to improve intercity passenger rail service nationwide.
  • D. National Highway System Designation Act of 1995
    The National Highway System Designation Act of 1995 is a U.S. federal law that formally established the National Highway System and authorized funding and policies for its development and maintenance.
  • E. Amtrak Reform and Accountability Act of 1997
    The Amtrak Reform and Accountability Act of 1997 is a U.S. federal law that restructured Amtrak’s operations and finances, aiming to improve its efficiency and move it toward greater financial self-sufficiency.
  • 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_69a493d848848190aed4011b34b2e8d3 completed March 1, 2026, 7:30 p.m.
NER Named-entity recognition batch_69a4b82a1014819085bfc077e24c9742 completed March 1, 2026, 10:05 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac3bc378fc8190846d5ffce73371dd completed March 7, 2026, 2:52 p.m.
NEDg Description generation batch_69ac3df28858819091c594a9cb2aab07 completed March 7, 2026, 3:02 p.m.
NED2 Entity disambiguation (via description) batch_69ac3e5b716c8190b95fde14ee6c434a completed March 7, 2026, 3:03 p.m.
Created at: March 1, 2026, 7:41 p.m.