Triple

T11260481
Position Surface form Disambiguated ID Type / Status
Subject 527th Space Aggressor Squadron E266547 entity
Predicate motto P42 FINISHED
Object Know, Teach, Replicate
"Know, Teach, Replicate" is the official motto of the U.S. Air Force's 527th Space Aggressor Squadron, reflecting its mission to understand, instruct on, and emulate adversary space capabilities.
E914789 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: Know, Teach, Replicate | Statement: [527th Space Aggressor Squadron, motto, Know, Teach, Replicate]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Know, Teach, Replicate
Context triple: [527th Space Aggressor Squadron, motto, Know, Teach, Replicate]
  • A. The Seven Laws of Teaching
    The Seven Laws of Teaching is a classic 19th-century educational treatise that outlines fundamental principles for effective instruction and learning.
  • B. How We Learn
    How We Learn is a popular science book by cognitive neuroscientist Stanislas Dehaene that explains the brain mechanisms underlying learning and how they can inform more effective education.
  • C. The Advancement of Learning
    The Advancement of Learning is a 1605 philosophical treatise by Francis Bacon that argues for the systematic reform and expansion of human knowledge through empirical inquiry and the scientific method.
  • D. The Learners
    "The Learners" is a novel by renowned graphic designer and author Chip Kidd that continues the story from his debut book "The Cheese Monkeys," following a young art student navigating the world of graphic design and advertising in the early 1960s.
  • E. Outside in the Teaching Machine
    Outside in the Teaching Machine is a collection of essays by postcolonial theorist Gayatri Chakravorty Spivak that critiques global capitalism, education, and representation from the perspective of marginalized voices.
  • 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: Know, Teach, Replicate
Triple: [527th Space Aggressor Squadron, motto, Know, Teach, Replicate]
Generated description
"Know, Teach, Replicate" is the official motto of the U.S. Air Force's 527th Space Aggressor Squadron, reflecting its mission to understand, instruct on, and emulate adversary space capabilities.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Know, Teach, Replicate
Target entity description: "Know, Teach, Replicate" is the official motto of the U.S. Air Force's 527th Space Aggressor Squadron, reflecting its mission to understand, instruct on, and emulate adversary space capabilities.
  • A. The Seven Laws of Teaching
    The Seven Laws of Teaching is a classic 19th-century educational treatise that outlines fundamental principles for effective instruction and learning.
  • B. How We Learn
    How We Learn is a popular science book by cognitive neuroscientist Stanislas Dehaene that explains the brain mechanisms underlying learning and how they can inform more effective education.
  • C. The Advancement of Learning
    The Advancement of Learning is a 1605 philosophical treatise by Francis Bacon that argues for the systematic reform and expansion of human knowledge through empirical inquiry and the scientific method.
  • D. The Learners
    "The Learners" is a novel by renowned graphic designer and author Chip Kidd that continues the story from his debut book "The Cheese Monkeys," following a young art student navigating the world of graphic design and advertising in the early 1960s.
  • E. Outside in the Teaching Machine
    Outside in the Teaching Machine is a collection of essays by postcolonial theorist Gayatri Chakravorty Spivak that critiques global capitalism, education, and representation from the perspective of marginalized voices.
  • 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_69d6aac7953c8190b82caf9d7640fdf9 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e936cb048190b4d6fb2851ef8932 completed April 9, 2026, 6 p.m.
NED1 Entity disambiguation (via context triple) batch_69e4ccada158819080e49833e09f84a0 completed April 19, 2026, 12:38 p.m.
NEDg Description generation batch_69e4d9ec9964819084bd7118e49c41a2 completed April 19, 2026, 1:34 p.m.
NED2 Entity disambiguation (via description) batch_69e4ddab4ef48190ab7f371da765c6c0 completed April 19, 2026, 1:50 p.m.
Created at: April 8, 2026, 9:31 p.m.