Triple

T13857843
Position Surface form Disambiguated ID Type / Status
Subject College Cost Reduction and Access Act E333109 entity
Predicate publicLawNumber P1117 FINISHED
Object Public Law 110-84
Public Law 110-84 is a 2007 U.S. federal statute, known as the College Cost Reduction and Access Act, that significantly expanded student financial aid and created income-based repayment options to make higher education more affordable.
E1067477 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 110-84 | Statement: [College Cost Reduction and Access Act, publicLawNumber, Public Law 110-84]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Public Law 110-84
Context triple: [College Cost Reduction and Access Act, publicLawNumber, Public Law 110-84]
  • A. Public Law 111-84
    Public Law 111-84 is the National Defense Authorization Act for Fiscal Year 2010, a U.S. federal law that authorizes defense programs and sets related policies and funding.
  • B. Public Law 110-85
    Public Law 110-85 is a 2007 U.S. federal statute that significantly expanded the Food and Drug Administration’s authority over drug and medical device safety, post-market surveillance, and user fees.
  • C. Public Law 110-82
    Public Law 110-82 is a United States federal law that authorized and defined the Native American $1 Coin program, establishing designs that honor Native American contributions to U.S. history.
  • D. Public Law 110-140
    Public Law 110-140 is a major U.S. federal statute enacted in 2007 that aims to improve vehicle fuel economy, increase renewable fuel production, and enhance overall energy efficiency and security.
  • E. Public Law 110-181
    Public Law 110-181 is a 2008 U.S. defense authorization statute that, among many provisions, governs and directs programs such as the Assembled Chemical Weapons Alternatives for the safe destruction of chemical weapons stockpiles.
  • 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 110-84
Triple: [College Cost Reduction and Access Act, publicLawNumber, Public Law 110-84]
Generated description
Public Law 110-84 is a 2007 U.S. federal statute, known as the College Cost Reduction and Access Act, that significantly expanded student financial aid and created income-based repayment options to make higher education more affordable.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Public Law 110-84
Target entity description: Public Law 110-84 is a 2007 U.S. federal statute, known as the College Cost Reduction and Access Act, that significantly expanded student financial aid and created income-based repayment options to make higher education more affordable.
  • A. Public Law 111-84
    Public Law 111-84 is the National Defense Authorization Act for Fiscal Year 2010, a U.S. federal law that authorizes defense programs and sets related policies and funding.
  • B. Public Law 110-85
    Public Law 110-85 is a 2007 U.S. federal statute that significantly expanded the Food and Drug Administration’s authority over drug and medical device safety, post-market surveillance, and user fees.
  • C. Public Law 110-82
    Public Law 110-82 is a United States federal law that authorized and defined the Native American $1 Coin program, establishing designs that honor Native American contributions to U.S. history.
  • D. Public Law 110-140
    Public Law 110-140 is a major U.S. federal statute enacted in 2007 that aims to improve vehicle fuel economy, increase renewable fuel production, and enhance overall energy efficiency and security.
  • E. Public Law 110-181
    Public Law 110-181 is a 2008 U.S. defense authorization statute that, among many provisions, governs and directs programs such as the Assembled Chemical Weapons Alternatives for the safe destruction of chemical weapons stockpiles.
  • 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_69d81c5ba13c8190839315f54768acfd completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de02dc9f488190b7181dcb7e304632 completed April 14, 2026, 9:03 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7c70a59e8819090b750699993a107 completed May 3, 2026, 10:07 p.m.
NEDg Description generation batch_69f7c7e1247481908073c1e282c3619f completed May 3, 2026, 10:10 p.m.
NED2 Entity disambiguation (via description) batch_69f7c8f2b5588190b6143d676eb648a0 completed May 3, 2026, 10:15 p.m.
Created at: April 9, 2026, 10:14 p.m.