Triple

T10651220
Position Surface form Disambiguated ID Type / Status
Subject Moving Ahead for Progress in the 21st Century Act E250973 entity
Predicate shortName P43 FINISHED
Object MAP-21
MAP-21 is a U.S. federal transportation funding and authorization law that reformed and streamlined surface transportation programs in the early 2010s.
E877276 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: MAP-21 | Statement: [Moving Ahead for Progress in the 21st Century Act, shortName, MAP-21]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: MAP-21
Context triple: [Moving Ahead for Progress in the 21st Century Act, shortName, MAP-21]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Surface Transportation Assistance Act of 1982
    The Surface Transportation Assistance Act of 1982 is a major U.S. federal law that overhauled highway and transit funding by raising fuel taxes and dedicating new revenues to both road infrastructure and public transportation.
  • E. Safe, Accountable, Flexible, Efficient Transportation Equity Act: A Legacy for Users
    The Safe, Accountable, Flexible, Efficient Transportation Equity Act: A Legacy for Users (SAFETEA-LU) is a major U.S. federal transportation funding and authorization law that set national policy and funding levels for highways, transit, and safety programs in the mid-2000s.
  • 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: MAP-21
Triple: [Moving Ahead for Progress in the 21st Century Act, shortName, MAP-21]
Generated description
MAP-21 is a U.S. federal transportation funding and authorization law that reformed and streamlined surface transportation programs in the early 2010s.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: MAP-21
Target entity description: MAP-21 is a U.S. federal transportation funding and authorization law that reformed and streamlined surface transportation programs in the early 2010s.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Surface Transportation Assistance Act of 1982
    The Surface Transportation Assistance Act of 1982 is a major U.S. federal law that overhauled highway and transit funding by raising fuel taxes and dedicating new revenues to both road infrastructure and public transportation.
  • E. Safe, Accountable, Flexible, Efficient Transportation Equity Act: A Legacy for Users
    The Safe, Accountable, Flexible, Efficient Transportation Equity Act: A Legacy for Users (SAFETEA-LU) is a major U.S. federal transportation funding and authorization law that set national policy and funding levels for highways, transit, and safety programs in the mid-2000s.
  • 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_69d6aa5a4c4881908f39be6efe5981e5 completed April 8, 2026, 7:19 p.m.
NER Named-entity recognition batch_69d6dff6ba688190b493689d60f616e0 completed April 8, 2026, 11:08 p.m.
NED1 Entity disambiguation (via context triple) batch_69d97a69a57c81908bf99cac0c0a49f2 completed April 10, 2026, 10:32 p.m.
NEDg Description generation batch_69d97cc20448819094d650b9c1067dca completed April 10, 2026, 10:42 p.m.
NED2 Entity disambiguation (via description) batch_69d97e13913081908dd1fb60fa44db05 completed April 10, 2026, 10:47 p.m.
Created at: April 8, 2026, 9:06 p.m.