Triple

T2971004
Position Surface form Disambiguated ID Type / Status
Subject National Defense Education Act E80278 entity
Predicate section P3120 FINISHED
Object Title IV – National Defense Fellowships
Title IV – National Defense Fellowships was a component of the National Defense Education Act that provided federal graduate fellowships to increase the number of highly trained specialists in fields deemed critical to U.S. national security and education.
E80278 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 IV – National Defense Fellowships | Statement: [National Defense Education Act, section, Title IV – National Defense Fellowships]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Title IV – National Defense Fellowships
Context triple: [National Defense Education Act, section, Title IV – National Defense Fellowships]
  • A. Title IV
    Title IV is a section of U.S. federal education law that provides funding and guidelines to support student enrichment, safety, and access to well-rounded educational opportunities in elementary and secondary schools.
  • B. Title IV
    Title IV is a section of the Superfund Amendments and Reauthorization Act of 1986 that establishes specific provisions and requirements related to emergency planning and community right-to-know about hazardous chemicals.
  • C. Title IX—National Intelligence Academy
    Title IX—National Intelligence Academy is a section of the Intelligence Reform and Terrorism Prevention Act of 2004 that establishes provisions for creating and supporting a national academy to train and professionalize U.S. intelligence personnel.
  • D. National Defense Education Act
    The National Defense Education Act was a landmark 1958 U.S. law that massively expanded federal funding for science, mathematics, and foreign language education in response to Cold War pressures and the Soviet launch of Sputnik.
  • E. Subtitle IV – Aeronautics and Space Research and Education
    Subtitle IV – Aeronautics and Space Research and Education is a section of U.S. federal space law that organizes statutes governing national aeronautics and space research, technology development, and related educational activities.
  • 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 IV – National Defense Fellowships
Triple: [National Defense Education Act, section, Title IV – National Defense Fellowships]
Generated description
Title IV – National Defense Fellowships was a component of the National Defense Education Act that provided federal graduate fellowships to increase the number of highly trained specialists in fields deemed critical to U.S. national security and education.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Title IV – National Defense Fellowships
Target entity description: Title IV – National Defense Fellowships was a component of the National Defense Education Act that provided federal graduate fellowships to increase the number of highly trained specialists in fields deemed critical to U.S. national security and education.
  • A. Title IV
    Title IV is a section of U.S. federal education law that provides funding and guidelines to support student enrichment, safety, and access to well-rounded educational opportunities in elementary and secondary schools.
  • B. Title IV
    Title IV is a section of the Superfund Amendments and Reauthorization Act of 1986 that establishes specific provisions and requirements related to emergency planning and community right-to-know about hazardous chemicals.
  • C. Title IX—National Intelligence Academy
    Title IX—National Intelligence Academy is a section of the Intelligence Reform and Terrorism Prevention Act of 2004 that establishes provisions for creating and supporting a national academy to train and professionalize U.S. intelligence personnel.
  • D. National Defense Education Act chosen
    The National Defense Education Act was a landmark 1958 U.S. law that massively expanded federal funding for science, mathematics, and foreign language education in response to Cold War pressures and the Soviet launch of Sputnik.
  • E. Subtitle IV – Aeronautics and Space Research and Education
    Subtitle IV – Aeronautics and Space Research and Education is a section of U.S. federal space law that organizes statutes governing national aeronautics and space research, technology development, and related educational activities.
  • F. None of above.

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_69ad8b14ffe881908ffed62f9595c867 completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69ad9973ed6881908f11f49ca2e171df completed March 8, 2026, 3:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69b0fca6491c81909edaf6f495f17761 completed March 11, 2026, 5:24 a.m.
NEDg Description generation batch_69b1006c3ee48190b17b8216a8b700c9 completed March 11, 2026, 5:41 a.m.
NED2 Entity disambiguation (via description) batch_69b100dd4f108190b39926534096d6c7 completed March 11, 2026, 5:42 a.m.
Created at: March 8, 2026, 2:58 p.m.