Triple
T6982960
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Hugo Münsterberg |
E161890
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Psychology and Industrial Efficiency
"Psychology and Industrial Efficiency" is a pioneering early 20th-century work that applies psychological principles to improve worker selection, productivity, and workplace conditions in industrial settings.
|
E62964
|
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: Psychology and Industrial Efficiency | Statement: [Hugo Münsterberg, notableWork, Psychology and Industrial Efficiency]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Psychology and Industrial Efficiency Context triple: [Hugo Münsterberg, notableWork, Psychology and Industrial Efficiency]
-
A.
Hawthorne studies
The Hawthorne studies were a series of influential workplace experiments conducted in the 1920s–1930s that revealed how social and psychological factors significantly affect employee productivity and behavior.
-
B.
Journal of Applied Psychology
The Journal of Applied Psychology is a leading peer-reviewed scholarly journal focusing on the application of psychological principles and research to workplace and organizational settings.
-
C.
A Theory of Human Motivation
A Theory of Human Motivation is the seminal 1943 paper by psychologist Abraham Maslow that introduced the hierarchy of needs as a framework for understanding human behavior and motivation.
-
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.
scientific management
Scientific management is an early 20th-century theory of industrial organization that applies systematic study and measurement of work to increase labor productivity and efficiency.
- 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: Psychology and Industrial Efficiency Triple: [Hugo Münsterberg, notableWork, Psychology and Industrial Efficiency]
Generated description
"Psychology and Industrial Efficiency" is a pioneering early 20th-century work that applies psychological principles to improve worker selection, productivity, and workplace conditions in industrial settings.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Psychology and Industrial Efficiency Target entity description: "Psychology and Industrial Efficiency" is a pioneering early 20th-century work that applies psychological principles to improve worker selection, productivity, and workplace conditions in industrial settings.
-
A.
Hawthorne studies
The Hawthorne studies were a series of influential workplace experiments conducted in the 1920s–1930s that revealed how social and psychological factors significantly affect employee productivity and behavior.
-
B.
Journal of Applied Psychology
The Journal of Applied Psychology is a leading peer-reviewed scholarly journal focusing on the application of psychological principles and research to workplace and organizational settings.
-
C.
A Theory of Human Motivation
A Theory of Human Motivation is the seminal 1943 paper by psychologist Abraham Maslow that introduced the hierarchy of needs as a framework for understanding human behavior and motivation.
-
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.
scientific management
chosen
Scientific management is an early 20th-century theory of industrial organization that applies systematic study and measurement of work to increase labor productivity and efficiency.
- 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_69c68855dc0481909b4c7e9e9ed273db |
completed | March 27, 2026, 1:38 p.m. |
| NER | Named-entity recognition | batch_69c6db8fdad481908f211a8b333714bd |
completed | March 27, 2026, 7:33 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c761c671588190a4e7b5c26cdfe6ba |
completed | March 28, 2026, 5:06 a.m. |
| NEDg | Description generation | batch_69c762eaf7f08190b82ff23f2b502762 |
completed | March 28, 2026, 5:11 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c763d604148190a3004ab99c79834f |
completed | March 28, 2026, 5:15 a.m. |
Created at: March 27, 2026, 2:31 p.m.