Triple
T7666795
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Cengage Learning |
E173642
|
entity |
| Predicate | brand |
P1500
|
FINISHED |
| Object |
Cengage Unlimited
Cengage Unlimited is a subscription-based digital learning platform that provides students with access to a wide range of Cengage textbooks, course materials, and online resources for a single fee.
|
E173642
|
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: Cengage Unlimited | Statement: [Cengage Learning, brand, Cengage Unlimited]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Cengage Unlimited Context triple: [Cengage Learning, brand, Cengage Unlimited]
-
A.
Cengage Learning
Cengage Learning is a major educational content and technology company that produces textbooks, digital learning solutions, and course materials for higher education and professional markets worldwide.
-
B.
Curriki
Curriki is an education-focused nonprofit organization that provides free, open-source digital learning resources and tools for teachers and students worldwide.
-
C.
OpenLearning
OpenLearning is an online education platform that hosts and delivers massive open online courses (MOOCs) from institutions and educators worldwide.
-
D.
Coursera Plus
Coursera Plus is a subscription service that provides unlimited access to a large catalog of Coursera’s online courses, specializations, and professional certificates for a flat annual or monthly fee.
-
E.
Canvas LMS
Canvas LMS is a widely used cloud-based learning management system designed to help schools, universities, and organizations deliver, manage, and track online and blended courses.
- 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: Cengage Unlimited Triple: [Cengage Learning, brand, Cengage Unlimited]
Generated description
Cengage Unlimited is a subscription-based digital learning platform that provides students with access to a wide range of Cengage textbooks, course materials, and online resources for a single fee.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Cengage Unlimited Target entity description: Cengage Unlimited is a subscription-based digital learning platform that provides students with access to a wide range of Cengage textbooks, course materials, and online resources for a single fee.
-
A.
Cengage Learning
chosen
Cengage Learning is a major educational content and technology company that produces textbooks, digital learning solutions, and course materials for higher education and professional markets worldwide.
-
B.
Curriki
Curriki is an education-focused nonprofit organization that provides free, open-source digital learning resources and tools for teachers and students worldwide.
-
C.
OpenLearning
OpenLearning is an online education platform that hosts and delivers massive open online courses (MOOCs) from institutions and educators worldwide.
-
D.
Coursera Plus
Coursera Plus is a subscription service that provides unlimited access to a large catalog of Coursera’s online courses, specializations, and professional certificates for a flat annual or monthly fee.
-
E.
Canvas LMS
Canvas LMS is a widely used cloud-based learning management system designed to help schools, universities, and organizations deliver, manage, and track online and blended courses.
- F. None of above.
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_69c699562484819086752091e3164a27 |
completed | March 27, 2026, 2:51 p.m. |
| NER | Named-entity recognition | batch_69c701c1383c8190ab5bf803bd6211a9 |
completed | March 27, 2026, 10:16 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c89b260000819088d744ea8dc53cd2 |
completed | March 29, 2026, 3:23 a.m. |
| NEDg | Description generation | batch_69c89c037d188190ace1c5e80a43aba0 |
completed | March 29, 2026, 3:26 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c89c698f2c8190b5d2717835bd1d82 |
completed | March 29, 2026, 3:28 a.m. |
Created at: March 27, 2026, 4 p.m.