Triple

T7689486
Position Surface form Disambiguated ID Type / Status
Subject GI Bill E174208 entity
Predicate inspired P9 FINISHED
Object Post-9/11 GI Bill
The Post-9/11 GI Bill is a U.S. education benefit program that provides tuition assistance, housing allowances, and other support to veterans and service members who served on active duty after September 10, 2001.
E680846 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: Post-9/11 GI Bill | Statement: [GI Bill, inspired, Post-9/11 GI Bill]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Post-9/11 GI Bill
Context triple: [GI Bill, inspired, Post-9/11 GI Bill]
  • A. GI Bill
    The GI Bill is a landmark U.S. law that provided returning World War II veterans with benefits such as tuition assistance, low-cost mortgages, and unemployment support, profoundly expanding access to higher education and homeownership.
  • B. Montgomery GI Bill Selected Reserve
    The Montgomery GI Bill Selected Reserve is a U.S. Department of Veterans Affairs education benefit program that provides financial assistance for training and education to eligible members of the Reserve and National Guard.
  • C. Survivors’ and Dependents’ Educational Assistance
    Survivors’ and Dependents’ Educational Assistance is a U.S. Department of Veterans Affairs benefit program that provides education and training support to eligible dependents and survivors of certain veterans and service members.
  • D. TEACH Grant Program
    The TEACH Grant Program is a federal financial aid initiative that provides grants to students who commit to teaching in high-need fields and low-income schools after completing their education.
  • E. National Defense Education Act amendments
    The National Defense Education Act amendments were legislative updates enacted to expand and refine the original NDEA’s federal support for education, particularly in science, mathematics, and foreign languages, during the Cold War era.
  • 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: Post-9/11 GI Bill
Triple: [GI Bill, inspired, Post-9/11 GI Bill]
Generated description
The Post-9/11 GI Bill is a U.S. education benefit program that provides tuition assistance, housing allowances, and other support to veterans and service members who served on active duty after September 10, 2001.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Post-9/11 GI Bill
Target entity description: The Post-9/11 GI Bill is a U.S. education benefit program that provides tuition assistance, housing allowances, and other support to veterans and service members who served on active duty after September 10, 2001.
  • A. GI Bill
    The GI Bill is a landmark U.S. law that provided returning World War II veterans with benefits such as tuition assistance, low-cost mortgages, and unemployment support, profoundly expanding access to higher education and homeownership.
  • B. Montgomery GI Bill Selected Reserve
    The Montgomery GI Bill Selected Reserve is a U.S. Department of Veterans Affairs education benefit program that provides financial assistance for training and education to eligible members of the Reserve and National Guard.
  • C. Survivors’ and Dependents’ Educational Assistance
    Survivors’ and Dependents’ Educational Assistance is a U.S. Department of Veterans Affairs benefit program that provides education and training support to eligible dependents and survivors of certain veterans and service members.
  • D. TEACH Grant Program
    The TEACH Grant Program is a federal financial aid initiative that provides grants to students who commit to teaching in high-need fields and low-income schools after completing their education.
  • E. National Defense Education Act amendments
    The National Defense Education Act amendments were legislative updates enacted to expand and refine the original NDEA’s federal support for education, particularly in science, mathematics, and foreign languages, during the Cold War era.
  • 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_69c6995966348190939e6c37ba272c06 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c70240bd7c81908b7f330abf97acca completed March 27, 2026, 10:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8a261019c8190b8ef53bfb611cef4 completed March 29, 2026, 3:54 a.m.
NEDg Description generation batch_69c8a2d073b08190a056e23cfdf13983 completed March 29, 2026, 3:56 a.m.
NED2 Entity disambiguation (via description) batch_69c8a37fabe481908c7da8a5d71a3f1c completed March 29, 2026, 3:58 a.m.
Created at: March 27, 2026, 4:02 p.m.