Triple

T5441519
Position Surface form Disambiguated ID Type / Status
Subject Fixing America’s Surface Transportation Act E122144 entity
Predicate publicLawNumber P1117 FINISHED
Object Public Law 114-94
Public Law 114-94 is a U.S. federal statute enacted in 2015 that reauthorized and funded national surface transportation and infrastructure programs for multiple years.
E520622 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: Public Law 114-94 | Statement: [Fixing America’s Surface Transportation Act, publicLawNumber, Public Law 114-94]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Public Law 114-94
Context triple: [Fixing America’s Surface Transportation Act, publicLawNumber, Public Law 114-94]
  • A. Public Law 114-92
    Public Law 114-92 is the National Defense Authorization Act for Fiscal Year 2016, a U.S. federal law that sets annual defense policies and funding priorities for the Department of Defense.
  • B. Public Law 114-23
    Public Law 114-23 is a 2015 U.S. federal statute that reformed government surveillance authorities, notably curbing bulk collection of Americans’ phone records while reauthorizing and modifying key provisions of the USA PATRIOT Act.
  • C. Public Law 115-91
    Public Law 115-91 is the National Defense Authorization Act for Fiscal Year 2018, a U.S. federal law that sets annual defense policies and funding priorities for the Department of Defense.
  • D. Public Law 115-334
    Public Law 115-334 is the 2018 U.S. Farm Bill, a comprehensive federal statute that reauthorizes and reforms agricultural, nutrition, conservation, and rural development programs.
  • E. Public Law 115-97
    Public Law 115-97 is the 2017 U.S. federal tax legislation that significantly overhauled the tax code by cutting corporate tax rates, altering individual tax brackets, and revising numerous deductions and credits.
  • 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: Public Law 114-94
Triple: [Fixing America’s Surface Transportation Act, publicLawNumber, Public Law 114-94]
Generated description
Public Law 114-94 is a U.S. federal statute enacted in 2015 that reauthorized and funded national surface transportation and infrastructure programs for multiple years.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Public Law 114-94
Target entity description: Public Law 114-94 is a U.S. federal statute enacted in 2015 that reauthorized and funded national surface transportation and infrastructure programs for multiple years.
  • A. Public Law 114-92
    Public Law 114-92 is the National Defense Authorization Act for Fiscal Year 2016, a U.S. federal law that sets annual defense policies and funding priorities for the Department of Defense.
  • B. Public Law 114-23
    Public Law 114-23 is a 2015 U.S. federal statute that reformed government surveillance authorities, notably curbing bulk collection of Americans’ phone records while reauthorizing and modifying key provisions of the USA PATRIOT Act.
  • C. Public Law 115-91
    Public Law 115-91 is the National Defense Authorization Act for Fiscal Year 2018, a U.S. federal law that sets annual defense policies and funding priorities for the Department of Defense.
  • D. Public Law 115-334
    Public Law 115-334 is the 2018 U.S. Farm Bill, a comprehensive federal statute that reauthorizes and reforms agricultural, nutrition, conservation, and rural development programs.
  • E. Public Law 115-97
    Public Law 115-97 is the 2017 U.S. federal tax legislation that significantly overhauled the tax code by cutting corporate tax rates, altering individual tax brackets, and revising numerous deductions and credits.
  • 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.