Triple

T4544821
Position Surface form Disambiguated ID Type / Status
Subject Intermodal Surface Transportation Efficiency Act of 1991 E110019 entity
Predicate created P538 FINISHED
Object Transportation Enhancements funding category
The Transportation Enhancements funding category is a federal program that supports projects improving the cultural, aesthetic, historic, and environmental aspects of transportation infrastructure beyond traditional highway construction.
E451977 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 Enhancements funding category | Statement: [Intermodal Surface Transportation Efficiency Act of 1991, created, Transportation Enhancements funding category]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Transportation Enhancements funding category
Context triple: [Intermodal Surface Transportation Efficiency Act of 1991, created, Transportation Enhancements funding category]
  • A. 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.
  • B. 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.
  • C. Loop transportation system
    The Loop transportation system is The Boring Company’s proposed network of underground tunnels using autonomous electric vehicles to move passengers rapidly and bypass surface traffic congestion.
  • D. Transportation Services Index
    The Transportation Services Index is a U.S. economic indicator that tracks the volume of freight and passenger transportation services to gauge activity in the transportation sector and the broader economy.
  • E. Most Wanted List of Transportation Safety Improvements
    The Most Wanted List of Transportation Safety Improvements is a priority agenda issued by the National Transportation Safety Board that highlights the most critical safety changes needed across U.S. transportation modes to prevent accidents and save lives.
  • 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 Enhancements funding category
Triple: [Intermodal Surface Transportation Efficiency Act of 1991, created, Transportation Enhancements funding category]
Generated description
The Transportation Enhancements funding category is a federal program that supports projects improving the cultural, aesthetic, historic, and environmental aspects of transportation infrastructure beyond traditional highway construction.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Transportation Enhancements funding category
Target entity description: The Transportation Enhancements funding category is a federal program that supports projects improving the cultural, aesthetic, historic, and environmental aspects of transportation infrastructure beyond traditional highway construction.
  • A. 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.
  • B. 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.
  • C. Loop transportation system
    The Loop transportation system is The Boring Company’s proposed network of underground tunnels using autonomous electric vehicles to move passengers rapidly and bypass surface traffic congestion.
  • D. Transportation Services Index
    The Transportation Services Index is a U.S. economic indicator that tracks the volume of freight and passenger transportation services to gauge activity in the transportation sector and the broader economy.
  • E. Most Wanted List of Transportation Safety Improvements
    The Most Wanted List of Transportation Safety Improvements is a priority agenda issued by the National Transportation Safety Board that highlights the most critical safety changes needed across U.S. transportation modes to prevent accidents and save lives.
  • 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_69bd4412524c8190be5bcc9ddee91848 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd57d62a8481909d5d803a582c76a1 completed March 20, 2026, 2:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdb936f3348190af0784d472bff312 completed March 20, 2026, 9:16 p.m.
NEDg Description generation batch_69bdbeb14e6881908c2a95dbe6b200e6 completed March 20, 2026, 9:40 p.m.
NED2 Entity disambiguation (via description) batch_69bdbf09a5f8819093f5f4ab483332b9 completed March 20, 2026, 9:41 p.m.
Created at: March 20, 2026, 1:05 p.m.