Triple

T4034832
Position Surface form Disambiguated ID Type / Status
Subject No Child Left Behind Act E83802 entity
Predicate includesTitle P3254 FINISHED
Object Title II – Preparing, Training, and Recruiting High Quality Teachers and Principals
Title II – Preparing, Training, and Recruiting High Quality Teachers and Principals is a section of U.S. federal education law that provides funding and guidelines to improve educator quality through professional development, recruitment, and retention initiatives.
E409325 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: Title II – Preparing, Training, and Recruiting High Quality Teachers and Principals | Statement: [No Child Left Behind Act, includesTitle, Title II – Preparing, Training, and Recruiting High Quality Teachers and Principals]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Title II – Preparing, Training, and Recruiting High Quality Teachers and Principals
Context triple: [No Child Left Behind Act, includesTitle, Title II – Preparing, Training, and Recruiting High Quality Teachers and Principals]
  • A. Title I, Part A – Improving Basic Programs Operated by Local Educational Agencies
    Title I, Part A – Improving Basic Programs Operated by Local Educational Agencies is a major federal education funding program that provides financial assistance to schools and districts serving high numbers or percentages of children from low-income families to help ensure all students meet challenging academic standards.
  • B. Act on the Organization and Operation of Local Educational Administration
    The Act on the Organization and Operation of Local Educational Administration is a Japanese law that structures how local governments manage and administer education, defining the roles and responsibilities of local boards of education and related authorities.
  • C. Title V – Guidance, Counseling, and Testing; Identification and Encouragement of Able Students
    Title V – Guidance, Counseling, and Testing; Identification and Encouragement of Able Students is a section of the National Defense Education Act that established federal support for school guidance, counseling, and testing programs to identify and foster academically talented students.
  • D. Education Sciences Reform Act of 2002
    The Education Sciences Reform Act of 2002 is a U.S. federal law that overhauled federal education research by creating the Institute of Education Sciences and emphasizing rigorous, evidence-based studies to inform education policy and practice.
  • E. Title IV, Part B 21st Century Community Learning Centers
    Title IV, Part B 21st Century Community Learning Centers is a federal education program that funds academic enrichment and youth development activities in high-poverty, low-performing schools during non-school hours.
  • 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: Title II – Preparing, Training, and Recruiting High Quality Teachers and Principals
Triple: [No Child Left Behind Act, includesTitle, Title II – Preparing, Training, and Recruiting High Quality Teachers and Principals]
Generated description
Title II – Preparing, Training, and Recruiting High Quality Teachers and Principals is a section of U.S. federal education law that provides funding and guidelines to improve educator quality through professional development, recruitment, and retention initiatives.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Title II – Preparing, Training, and Recruiting High Quality Teachers and Principals
Target entity description: Title II – Preparing, Training, and Recruiting High Quality Teachers and Principals is a section of U.S. federal education law that provides funding and guidelines to improve educator quality through professional development, recruitment, and retention initiatives.
  • A. Title I, Part A – Improving Basic Programs Operated by Local Educational Agencies
    Title I, Part A – Improving Basic Programs Operated by Local Educational Agencies is a major federal education funding program that provides financial assistance to schools and districts serving high numbers or percentages of children from low-income families to help ensure all students meet challenging academic standards.
  • B. Act on the Organization and Operation of Local Educational Administration
    The Act on the Organization and Operation of Local Educational Administration is a Japanese law that structures how local governments manage and administer education, defining the roles and responsibilities of local boards of education and related authorities.
  • C. Title V – Guidance, Counseling, and Testing; Identification and Encouragement of Able Students
    Title V – Guidance, Counseling, and Testing; Identification and Encouragement of Able Students is a section of the National Defense Education Act that established federal support for school guidance, counseling, and testing programs to identify and foster academically talented students.
  • D. Education Sciences Reform Act of 2002
    The Education Sciences Reform Act of 2002 is a U.S. federal law that overhauled federal education research by creating the Institute of Education Sciences and emphasizing rigorous, evidence-based studies to inform education policy and practice.
  • E. Title IV, Part B 21st Century Community Learning Centers
    Title IV, Part B 21st Century Community Learning Centers is a federal education program that funds academic enrichment and youth development activities in high-poverty, low-performing schools during non-school hours.
  • 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_69aed92f7cf0819098e0539bdcc3767f completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aefb11d92481909aaebbc250ff45b9 completed March 9, 2026, 4:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5563e11708190abc9ba55b1be43a5 completed March 14, 2026, 12:36 p.m.
NEDg Description generation batch_69b55a291d8c8190976e764011692ba0 completed March 14, 2026, 12:52 p.m.
NED2 Entity disambiguation (via description) batch_69b55a9ec7e88190bc5d165fd666f4b3 completed March 14, 2026, 12:54 p.m.
Created at: March 9, 2026, 3:36 p.m.