Triple

T8359658
Position Surface form Disambiguated ID Type / Status
Subject Hotelling’s T-squared distribution E196772 entity
Predicate usedIn P98 FINISHED
Object psychometrics
Psychometrics is the field of study concerned with the theory and techniques of psychological measurement, including the development and statistical evaluation of tests and questionnaires that assess mental abilities, traits, and processes.
 E728888 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: psychometrics | Statement: [Hotelling’s T-squared distribution, usedIn, psychometrics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: psychometrics
Context triple: [Hotelling’s T-squared distribution, usedIn, psychometrics]
  • A. 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.
  • B. Applied Scholastics
    Applied Scholastics is an educational organization that promotes and delivers study methods developed by Scientology founder L. Ron Hubbard.
  • C. 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.
  • D. PsycTESTS
    PsycTESTS is a database produced by the American Psychological Association that provides access to psychological tests, measures, scales, and related descriptive information for research and clinical use.
  • E. Educational psychology
    Educational psychology is the scientific study of how people learn and how teaching methods, instructional design, and educational environments can be optimized to support that learning.
  • 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: psychometrics
Triple: [Hotelling’s T-squared distribution, usedIn, psychometrics]
Generated description
Psychometrics is the field of study concerned with the theory and techniques of psychological measurement, including the development and statistical evaluation of tests and questionnaires that assess mental abilities, traits, and processes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: psychometrics
Target entity description: Psychometrics is the field of study concerned with the theory and techniques of psychological measurement, including the development and statistical evaluation of tests and questionnaires that assess mental abilities, traits, and processes.
  • A. 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.
  • B. Applied Scholastics
    Applied Scholastics is an educational organization that promotes and delivers study methods developed by Scientology founder L. Ron Hubbard.
  • C. 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.
  • D. PsycTESTS
    PsycTESTS is a database produced by the American Psychological Association that provides access to psychological tests, measures, scales, and related descriptive information for research and clinical use.
  • E. Educational psychology
    Educational psychology is the scientific study of how people learn and how teaching methods, instructional design, and educational environments can be optimized to support that learning.
  • 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_69ca82f08b348190bfb7881944bbff6f completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb807134008190b4671326e0414210 completed March 31, 2026, 8:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69cdc775a548819090c83d916b352f41 completed April 2, 2026, 1:33 a.m.
NEDg Description generation batch_69cdcc872cc081909c75b3fb08b03e3f completed April 2, 2026, 1:55 a.m.
NED2 Entity disambiguation (via description) batch_69cdd15b53748190966a94b7e8c04880 completed April 2, 2026, 2:15 a.m.
Created at: March 30, 2026, 6 p.m.