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.