Triple

T5441511
Position Surface form Disambiguated ID Type / Status
Subject Fixing America’s Surface Transportation Act E122144 entity
Predicate shortName P43 FINISHED
Object FAST Act
The FAST Act is a U.S. federal law that authorizes long-term funding and policy for the nation’s surface transportation infrastructure, including highways, transit, and rail.
 E520621 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: FAST Act | Statement: [Fixing America’s Surface Transportation Act, shortName, FAST Act]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: FAST Act
Context triple: [Fixing America’s Surface Transportation Act, shortName, FAST Act]
  • A. PACT Act
    The PACT Act is a U.S. law that expands healthcare and benefits for veterans exposed to burn pits and other toxic substances during their military service.
  • B. PROTECT Act
    The PROTECT Act is a U.S. federal law aimed primarily at strengthening protections for children against sexual exploitation, abuse, and abduction, including tougher penalties for related offenses.
  • C. 21st Century Cures Act
    The 21st Century Cures Act is a U.S. federal law enacted in 2016 that accelerates medical product development and innovation, expands funding for biomedical research and mental health services, and modernizes the regulation of drugs and medical devices.
  • D. HIRE Act
    The HIRE Act is a 2010 U.S. federal law aimed at stimulating job creation and economic recovery through tax incentives and infrastructure spending.
  • E. Consolidated Appropriations Act, 2016
    The Consolidated Appropriations Act, 2016 is a comprehensive U.S. federal spending law that funded government operations for fiscal year 2016 and bundled numerous policy provisions, including major cybersecurity and tax measures.
  • 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: FAST Act
Triple: [Fixing America’s Surface Transportation Act, shortName, FAST Act]
Generated description
The FAST Act is a U.S. federal law that authorizes long-term funding and policy for the nation’s surface transportation infrastructure, including highways, transit, and rail.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: FAST Act
Target entity description: The FAST Act is a U.S. federal law that authorizes long-term funding and policy for the nation’s surface transportation infrastructure, including highways, transit, and rail.
  • A. PACT Act
    The PACT Act is a U.S. law that expands healthcare and benefits for veterans exposed to burn pits and other toxic substances during their military service.
  • B. PROTECT Act
    The PROTECT Act is a U.S. federal law aimed primarily at strengthening protections for children against sexual exploitation, abuse, and abduction, including tougher penalties for related offenses.
  • C. 21st Century Cures Act
    The 21st Century Cures Act is a U.S. federal law enacted in 2016 that accelerates medical product development and innovation, expands funding for biomedical research and mental health services, and modernizes the regulation of drugs and medical devices.
  • D. HIRE Act
    The HIRE Act is a 2010 U.S. federal law aimed at stimulating job creation and economic recovery through tax incentives and infrastructure spending.
  • E. Consolidated Appropriations Act, 2016
    The Consolidated Appropriations Act, 2016 is a comprehensive U.S. federal spending law that funded government operations for fiscal year 2016 and bundled numerous policy provisions, including major cybersecurity and tax measures.
  • 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_69bd46400768819092925d461c0b8432 completed March 20, 2026, 1:06 p.m.
NER Named-entity recognition batch_69bd91c131648190b5a7f49efacc874a completed March 20, 2026, 6:28 p.m.
NED1 Entity disambiguation (via context triple) batch_69bf412daa408190a46926f28339aeac completed March 22, 2026, 1:09 a.m.
NEDg Description generation batch_69bf4261735881909c16322af1156d67 completed March 22, 2026, 1:14 a.m.
NED2 Entity disambiguation (via description) batch_69bf42b97d40819087a98c1cc58bb964 completed March 22, 2026, 1:15 a.m.
Created at: March 20, 2026, 2:07 p.m.