Triple
T14378332
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Sanoma |
E356531
|
entity |
| Predicate | hasSubsidiary |
P254
|
FINISHED |
| Object |
Sanoma Learning
Sanoma Learning is an educational publishing and digital learning solutions company that provides instructional materials, platforms, and services to schools and educators, primarily in European markets.
|
E1095994
|
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: Sanoma Learning | Statement: [Sanoma, hasSubsidiary, Sanoma Learning]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Sanoma Learning Context triple: [Sanoma, hasSubsidiary, Sanoma Learning]
-
A.
Macmillan Learning
Macmillan Learning is an educational publishing and technology company that develops textbooks, digital learning tools, and course solutions for higher education and K–12 markets.
-
B.
Britannica Digital Learning
Britannica Digital Learning is an educational division of Encyclopaedia Britannica that provides digital learning resources and curriculum-aligned content for schools and libraries.
-
C.
Astarte Education
Astarte Education is a spiritual and self-development enterprise founded by Princess Märtha Louise of Norway, focusing on intuitive training, healing, and personal growth.
-
D.
Lumos Foundation
Lumos Foundation is a charity established by author J.K. Rowling that works to end the institutionalization of children worldwide and promote family-based care.
-
E.
Britannica School
Britannica School is an online educational resource platform from Encyclopaedia Britannica that provides age-appropriate, curriculum-aligned reference content and learning tools for students and educators.
- 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: Sanoma Learning Triple: [Sanoma, hasSubsidiary, Sanoma Learning]
Generated description
Sanoma Learning is an educational publishing and digital learning solutions company that provides instructional materials, platforms, and services to schools and educators, primarily in European markets.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Sanoma Learning Target entity description: Sanoma Learning is an educational publishing and digital learning solutions company that provides instructional materials, platforms, and services to schools and educators, primarily in European markets.
-
A.
Macmillan Learning
Macmillan Learning is an educational publishing and technology company that develops textbooks, digital learning tools, and course solutions for higher education and K–12 markets.
-
B.
Britannica Digital Learning
Britannica Digital Learning is an educational division of Encyclopaedia Britannica that provides digital learning resources and curriculum-aligned content for schools and libraries.
-
C.
Astarte Education
Astarte Education is a spiritual and self-development enterprise founded by Princess Märtha Louise of Norway, focusing on intuitive training, healing, and personal growth.
-
D.
Lumos Foundation
Lumos Foundation is a charity established by author J.K. Rowling that works to end the institutionalization of children worldwide and promote family-based care.
-
E.
Britannica School
Britannica School is an online educational resource platform from Encyclopaedia Britannica that provides age-appropriate, curriculum-aligned reference content and learning tools for students and educators.
- 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_69d8279163a081908aec45c0e3f1e02f |
completed | April 9, 2026, 10:26 p.m. |
| NER | Named-entity recognition | batch_69de900a67e08190ab1dcf36e6bb3405 |
completed | April 14, 2026, 7:05 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fd4c5728fc819089ef3c7c34b10101 |
completed | May 8, 2026, 2:37 a.m. |
| NEDg | Description generation | batch_69fd4e4bae188190a8d1c5b833d58cd8 |
completed | May 8, 2026, 2:45 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd4f5782b4819081d32dbef032ac61 |
completed | May 8, 2026, 2:49 a.m. |
Created at: April 10, 2026, 1:16 a.m.