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.