Triple

T6429052
Position Surface form Disambiguated ID Type / Status
Subject Francis Galton E128131 entity
Predicate fieldOfWork P3 FINISHED
Object differential psychology
Differential psychology is a branch of psychology that studies systematic differences in behavior, emotion, and cognition between individuals and groups, often using quantitative and statistical methods.
E592481 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: differential psychology | Statement: [Francis Galton, fieldOfWork, differential psychology]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: differential psychology
Context triple: [Francis Galton, fieldOfWork, differential psychology]
  • A. individual psychology
    Individual psychology is a psychological theory and therapeutic approach that emphasizes the uniqueness of the individual, the importance of social belonging, and the role of purposeful striving in shaping personality and behavior.
  • B. humanistic psychology
    Humanistic psychology is a psychological perspective that emphasizes individual free will, personal meaning, and self-actualization, focusing on human potential and subjective experience rather than pathology.
  • C. Psychology
    Psychology is the scientific study of mind and behavior, encompassing how people think, feel, and act individually and in groups.
  • D. Experimental psychology
    Experimental psychology is a branch of psychology that uses controlled scientific experiments to study mental processes and behavior.
  • E. Psychologia empirica
    Psychologia empirica is a work of early modern philosophy that develops an empirical approach to the study of the human mind and its operations.
  • 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: differential psychology
Triple: [Francis Galton, fieldOfWork, differential psychology]
Generated description
Differential psychology is a branch of psychology that studies systematic differences in behavior, emotion, and cognition between individuals and groups, often using quantitative and statistical methods.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: differential psychology
Target entity description: Differential psychology is a branch of psychology that studies systematic differences in behavior, emotion, and cognition between individuals and groups, often using quantitative and statistical methods.
  • A. individual psychology
    Individual psychology is a psychological theory and therapeutic approach that emphasizes the uniqueness of the individual, the importance of social belonging, and the role of purposeful striving in shaping personality and behavior.
  • B. humanistic psychology
    Humanistic psychology is a psychological perspective that emphasizes individual free will, personal meaning, and self-actualization, focusing on human potential and subjective experience rather than pathology.
  • C. Psychology
    Psychology is the scientific study of mind and behavior, encompassing how people think, feel, and act individually and in groups.
  • D. Experimental psychology
    Experimental psychology is a branch of psychology that uses controlled scientific experiments to study mental processes and behavior.
  • E. Psychologia empirica
    Psychologia empirica is a work of early modern philosophy that develops an empirical approach to the study of the human mind and its operations.
  • 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_69c00838de888190af2eec0b80495efa completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c06923b12081908a09543450b88c24 completed March 22, 2026, 10:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69c640e678608190b5a1dcd1076bc1f2 completed March 27, 2026, 8:33 a.m.
NEDg Description generation batch_69c641d6024c8190996aae40851a3b73 completed March 27, 2026, 8:37 a.m.
NED2 Entity disambiguation (via description) batch_69c6425e0a348190bc1eb90eb8c00597 completed March 27, 2026, 8:39 a.m.
Created at: March 22, 2026, 4:44 p.m.