Triple

T14342107
Position Surface form Disambiguated ID Type / Status
Subject Donald A. Norman E355628 entity
Predicate notableWork P4 FINISHED
Object Emotional Design
Emotional Design is a book by cognitive scientist Donald A. Norman that explores how emotions influence the way people perceive, use, and form attachments to products and everyday objects.
E1093162 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: Emotional Design | Statement: [Donald A. Norman, notableWork, Emotional Design]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Emotional Design
Context triple: [Donald A. Norman, notableWork, Emotional Design]
  • A. The Elements of User Experience
    The Elements of User Experience is a foundational book in user experience design that outlines a structured framework for creating effective, user-centered digital products.
  • B. On Designing
    "On Designing" is a seminal book by textile artist and designer Anni Albers that explores the principles, processes, and aesthetics of modern design, particularly in weaving and textile work.
  • C. Why Design Matters: Conversations with the World’s Most Creative People
    "Why Design Matters: Conversations with the World’s Most Creative People" is a book by designer and interviewer Debbie Millman that collects in-depth conversations with leading figures across design, art, and culture.
  • D. The Bases of Design
    The Bases of Design is an influential 1898 book by British artist and designer Walter Crane that outlines fundamental principles of decorative art and design, especially within the Arts and Crafts movement.
  • E. Emotion UI
    Emotion UI is Huawei's custom Android-based user interface layer designed to modify the look, feel, and functionality of its smartphones and tablets.
  • 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: Emotional Design
Triple: [Donald A. Norman, notableWork, Emotional Design]
Generated description
Emotional Design is a book by cognitive scientist Donald A. Norman that explores how emotions influence the way people perceive, use, and form attachments to products and everyday objects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Emotional Design
Target entity description: Emotional Design is a book by cognitive scientist Donald A. Norman that explores how emotions influence the way people perceive, use, and form attachments to products and everyday objects.
  • A. The Elements of User Experience
    The Elements of User Experience is a foundational book in user experience design that outlines a structured framework for creating effective, user-centered digital products.
  • B. On Designing
    "On Designing" is a seminal book by textile artist and designer Anni Albers that explores the principles, processes, and aesthetics of modern design, particularly in weaving and textile work.
  • C. Why Design Matters: Conversations with the World’s Most Creative People
    "Why Design Matters: Conversations with the World’s Most Creative People" is a book by designer and interviewer Debbie Millman that collects in-depth conversations with leading figures across design, art, and culture.
  • D. The Bases of Design
    The Bases of Design is an influential 1898 book by British artist and designer Walter Crane that outlines fundamental principles of decorative art and design, especially within the Arts and Crafts movement.
  • E. Emotion UI
    Emotion UI is Huawei's custom Android-based user interface layer designed to modify the look, feel, and functionality of its smartphones and tablets.
  • 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_69d8278fa2108190bc0d0e7939c1eb03 completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de8e87febc8190a63c668cbd0fd713 completed April 14, 2026, 6:59 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd469bc538819099ed5b7061cf140d completed May 8, 2026, 2:12 a.m.
NEDg Description generation batch_69fd477d0dd4819084116b385077324c completed May 8, 2026, 2:16 a.m.
NED2 Entity disambiguation (via description) batch_69fd4828f44c81908903d1391c83cc60 completed May 8, 2026, 2:19 a.m.
Created at: April 10, 2026, 1:14 a.m.