Triple
T8195438
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | John Seely Brown |
E191417
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
A New Culture of Learning
A New Culture of Learning is a book that explores how digital networks, play, and participatory culture can transform education and lifelong learning in the 21st century.
|
E718416
|
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: A New Culture of Learning | Statement: [John Seely Brown, notableWork, A New Culture of Learning]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: A New Culture of Learning Context triple: [John Seely Brown, notableWork, A New Culture of Learning]
-
A.
The One World Schoolhouse: Education Reimagined
The One World Schoolhouse: Education Reimagined is a book by educator and entrepreneur Sal Khan that outlines his vision for transforming traditional schooling through mastery-based, technology-supported, globally accessible education.
-
B.
Freedom to Learn
Freedom to Learn is an influential book by humanistic psychologist Carl Rogers that explores student-centered, experiential approaches to education and personal growth.
-
C.
Lifelong Kindergarten: Cultivating Creativity through Projects, Passion, Peers, and Play
"Lifelong Kindergarten: Cultivating Creativity through Projects, Passion, Peers, and Play" is a book that explores how education and learning environments can be redesigned to foster creativity and playful, project-based learning throughout life.
-
D.
Changing Minds: Computers, Learning, and Literacy
"Changing Minds: Computers, Learning, and Literacy" is a book by educational researcher Andrea diSessa that explores how computational media can transform learning, thinking, and scientific literacy.
-
E.
Knowledge and Skills for the Future
"Knowledge and Skills for the Future" is the official motto of Wrocław University of Science and Technology, emphasizing its focus on forward-looking, practical education and research.
- 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: A New Culture of Learning Triple: [John Seely Brown, notableWork, A New Culture of Learning]
Generated description
A New Culture of Learning is a book that explores how digital networks, play, and participatory culture can transform education and lifelong learning in the 21st century.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: A New Culture of Learning Target entity description: A New Culture of Learning is a book that explores how digital networks, play, and participatory culture can transform education and lifelong learning in the 21st century.
-
A.
The One World Schoolhouse: Education Reimagined
The One World Schoolhouse: Education Reimagined is a book by educator and entrepreneur Sal Khan that outlines his vision for transforming traditional schooling through mastery-based, technology-supported, globally accessible education.
-
B.
Freedom to Learn
Freedom to Learn is an influential book by humanistic psychologist Carl Rogers that explores student-centered, experiential approaches to education and personal growth.
-
C.
Lifelong Kindergarten: Cultivating Creativity through Projects, Passion, Peers, and Play
"Lifelong Kindergarten: Cultivating Creativity through Projects, Passion, Peers, and Play" is a book that explores how education and learning environments can be redesigned to foster creativity and playful, project-based learning throughout life.
-
D.
Changing Minds: Computers, Learning, and Literacy
"Changing Minds: Computers, Learning, and Literacy" is a book by educational researcher Andrea diSessa that explores how computational media can transform learning, thinking, and scientific literacy.
-
E.
Knowledge and Skills for the Future
"Knowledge and Skills for the Future" is the official motto of Wrocław University of Science and Technology, emphasizing its focus on forward-looking, practical education and research.
- 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_69ca82c6e9548190a4c5ca14516e4417 |
completed | March 30, 2026, 2:03 p.m. |
| NER | Named-entity recognition | batch_69cb5c20fbd08190b9966e3c967e9c71 |
completed | March 31, 2026, 5:31 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ccedaab8848190877fbe2de9b83957 |
completed | April 1, 2026, 10:04 a.m. |
| NEDg | Description generation | batch_69ccf1b706f08190993f4a75eac5f49c |
completed | April 1, 2026, 10:21 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cd059457788190a900402ee4cd50d5 |
completed | April 1, 2026, 11:46 a.m. |
Created at: March 30, 2026, 5:42 p.m.