Triple

T8751985
Position Surface form Disambiguated ID Type / Status
Subject Donald L. Kirkpatrick E207980 entity
Predicate knownFor P22 FINISHED
Object Kirkpatrick model of training evaluation
The Kirkpatrick model of training evaluation is a widely used framework that assesses training effectiveness across four levels: participants’ reactions, learning, behavior change, and organizational results.
E755397 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: Kirkpatrick model of training evaluation | Statement: [Donald L. Kirkpatrick, knownFor, Kirkpatrick model of training evaluation]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kirkpatrick model of training evaluation
Context triple: [Donald L. Kirkpatrick, knownFor, Kirkpatrick model of training evaluation]
  • A. Kirkpatrick
    Kirkpatrick is a Scottish-origin surname borne by various notable individuals across politics, academia, and the arts.
  • B. “The Technology of Skill Formation”
    “The Technology of Skill Formation” is an influential economics paper by James Heckman that analyzes how skills develop over the life cycle and emphasizes the importance of early childhood investments for later outcomes.
  • C. Center for Effective Organizations
    The Center for Effective Organizations is a research and education institute at the USC Marshall School of Business focused on advancing knowledge and practice in organizational effectiveness, human resources, and workplace design.
  • D. The Psychology of Learning
    The Psychology of Learning is a foundational work in educational and experimental psychology that systematically explores how organisms acquire and modify behavior through experience, helping to establish modern learning theory.
  • E. 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.
  • 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: Kirkpatrick model of training evaluation
Triple: [Donald L. Kirkpatrick, knownFor, Kirkpatrick model of training evaluation]
Generated description
The Kirkpatrick model of training evaluation is a widely used framework that assesses training effectiveness across four levels: participants’ reactions, learning, behavior change, and organizational results.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kirkpatrick model of training evaluation
Target entity description: The Kirkpatrick model of training evaluation is a widely used framework that assesses training effectiveness across four levels: participants’ reactions, learning, behavior change, and organizational results.
  • A. Kirkpatrick
    Kirkpatrick is a Scottish-origin surname borne by various notable individuals across politics, academia, and the arts.
  • B. “The Technology of Skill Formation”
    “The Technology of Skill Formation” is an influential economics paper by James Heckman that analyzes how skills develop over the life cycle and emphasizes the importance of early childhood investments for later outcomes.
  • C. Center for Effective Organizations
    The Center for Effective Organizations is a research and education institute at the USC Marshall School of Business focused on advancing knowledge and practice in organizational effectiveness, human resources, and workplace design.
  • D. The Psychology of Learning
    The Psychology of Learning is a foundational work in educational and experimental psychology that systematically explores how organisms acquire and modify behavior through experience, helping to establish modern learning theory.
  • E. 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.
  • 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_69ca835cd6b08190bd7c63db92f53c86 completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc5da8cc548190a31ad542d2faf2d5 completed March 31, 2026, 11:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69cf4326d8cc8190900f5f91da6ef6c8 completed April 3, 2026, 4:33 a.m.
NEDg Description generation batch_69cf4462da648190a621397fa88dd4bd completed April 3, 2026, 4:38 a.m.
NED2 Entity disambiguation (via description) batch_69cf454c4d248190a925b15c23af1a24 completed April 3, 2026, 4:42 a.m.
Created at: March 30, 2026, 6:39 p.m.