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.