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.