Triple
T625174
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Walter Bender |
E15800
|
entity |
| Predicate | influencedBy |
P9
|
FINISHED |
| Object |
constructionism (learning theory)
Constructionism is a learning theory, rooted in the work of Seymour Papert, that holds people learn most effectively by actively constructing tangible, shareable artifacts in meaningful contexts.
|
E78349
|
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: constructionism (learning theory) | Statement: [Walter Bender, influencedBy, constructionism (learning theory)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: constructionism (learning theory) Context triple: [Walter Bender, influencedBy, constructionism (learning theory)]
-
A.
Constructivism
Constructivism is an early 20th-century avant-garde art and architectural movement that emphasized abstraction, modern materials, and functional, socially oriented design.
-
B.
The Advancement of Learning
The Advancement of Learning is a 1605 philosophical treatise by Francis Bacon that argues for the systematic reform and expansion of human knowledge through empirical inquiry and the scientific method.
-
C.
Instructure
Instructure is an educational technology company best known for developing the Canvas learning management system used by schools and universities worldwide.
-
D.
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.
-
E.
AAAS Project 2061
AAAS Project 2061 is a long-term science education reform initiative by the American Association for the Advancement of Science aimed at improving scientific literacy for all students by the year 2061.
- 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: constructionism (learning theory) Triple: [Walter Bender, influencedBy, constructionism (learning theory)]
Generated description
Constructionism is a learning theory, rooted in the work of Seymour Papert, that holds people learn most effectively by actively constructing tangible, shareable artifacts in meaningful contexts.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: constructionism (learning theory) Target entity description: Constructionism is a learning theory, rooted in the work of Seymour Papert, that holds people learn most effectively by actively constructing tangible, shareable artifacts in meaningful contexts.
-
A.
Constructivism
Constructivism is an early 20th-century avant-garde art and architectural movement that emphasized abstraction, modern materials, and functional, socially oriented design.
-
B.
The Advancement of Learning
The Advancement of Learning is a 1605 philosophical treatise by Francis Bacon that argues for the systematic reform and expansion of human knowledge through empirical inquiry and the scientific method.
-
C.
Instructure
Instructure is an educational technology company best known for developing the Canvas learning management system used by schools and universities worldwide.
-
D.
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.
-
E.
AAAS Project 2061
AAAS Project 2061 is a long-term science education reform initiative by the American Association for the Advancement of Science aimed at improving scientific literacy for all students by the year 2061.
- 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_69a4935c131c8190a5378c6bf101e8cc |
completed | March 1, 2026, 7:28 p.m. |
| NER | Named-entity recognition | batch_69a49e574444819087999404f3e3ffd9 |
completed | March 1, 2026, 8:15 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a5670380948190954bbdf802ed403c |
completed | March 2, 2026, 10:31 a.m. |
| NEDg | Description generation | batch_69a5678d8e1881908da2b274f6bac0b9 |
completed | March 2, 2026, 10:33 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a56808933c81909611d0aa11126ec6 |
completed | March 2, 2026, 10:35 a.m. |
Created at: March 1, 2026, 7:35 p.m.