Triple
T11179236
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Stanislas Dehaene |
E264493
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
How We Learn
How We Learn is a popular science book by cognitive neuroscientist Stanislas Dehaene that explains the brain mechanisms underlying learning and how they can inform more effective education.
|
E910002
|
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: How We Learn | Statement: [Stanislas Dehaene, notableWork, How We Learn]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: How We Learn Context triple: [Stanislas Dehaene, notableWork, How We Learn]
-
A.
It's What You Learn After You Know It All That Counts
"It's What You Learn After You Know It All That Counts" is a book by legendary Baltimore Orioles manager Earl Weaver reflecting on his baseball strategies, experiences, and philosophy of the game.
-
B.
The Learners
"The Learners" is a novel by renowned graphic designer and author Chip Kidd that continues the story from his debut book "The Cheese Monkeys," following a young art student navigating the world of graphic design and advertising in the early 1960s.
-
C.
The Unschooled Mind
The Unschooled Mind is a book by psychologist Howard Gardner that explores why traditional education often fails to transform students’ intuitive, everyday understandings into deep, flexible conceptual knowledge.
-
D.
How We Think
How We Think is a foundational philosophical and educational work by John Dewey that analyzes the nature of reflective thought and its role in effective learning and problem-solving.
-
E.
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.
- 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: How We Learn Triple: [Stanislas Dehaene, notableWork, How We Learn]
Generated description
How We Learn is a popular science book by cognitive neuroscientist Stanislas Dehaene that explains the brain mechanisms underlying learning and how they can inform more effective education.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: How We Learn Target entity description: How We Learn is a popular science book by cognitive neuroscientist Stanislas Dehaene that explains the brain mechanisms underlying learning and how they can inform more effective education.
-
A.
It's What You Learn After You Know It All That Counts
"It's What You Learn After You Know It All That Counts" is a book by legendary Baltimore Orioles manager Earl Weaver reflecting on his baseball strategies, experiences, and philosophy of the game.
-
B.
The Learners
"The Learners" is a novel by renowned graphic designer and author Chip Kidd that continues the story from his debut book "The Cheese Monkeys," following a young art student navigating the world of graphic design and advertising in the early 1960s.
-
C.
The Unschooled Mind
The Unschooled Mind is a book by psychologist Howard Gardner that explores why traditional education often fails to transform students’ intuitive, everyday understandings into deep, flexible conceptual knowledge.
-
D.
How We Think
How We Think is a foundational philosophical and educational work by John Dewey that analyzes the nature of reflective thought and its role in effective learning and problem-solving.
-
E.
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.
- 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_69d6aa9dafac8190bd90d2c74f661aa7 |
completed | April 8, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69d7e899c6288190b39e090fa9cdc883 |
completed | April 9, 2026, 5:57 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e4839eeaac8190826007ca126ed491 |
completed | April 19, 2026, 7:26 a.m. |
| NEDg | Description generation | batch_69e48715bd2081908774d325db2b6dd5 |
completed | April 19, 2026, 7:41 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69e4886c0da881909105b3a45e786ce9 |
completed | April 19, 2026, 7:46 a.m. |
Created at: April 8, 2026, 9:29 p.m.