Triple
T537966
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Udemy |
E12367
|
entity |
| Predicate | hasService |
P182
|
FINISHED |
| Object |
Udemy Business
Udemy Business is Udemy’s enterprise learning platform that provides organizations with curated online courses and learning paths to upskill employees at scale.
|
E12367
|
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: Udemy Business | Statement: [Udemy, hasService, Udemy Business]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Udemy Business Context triple: [Udemy, hasService, Udemy Business]
-
A.
Udemy
Udemy is a global online learning platform that hosts a vast marketplace of video-based courses across diverse subjects for learners and professionals.
-
B.
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.
-
C.
Coursera
Coursera is a major online learning platform that partners with universities and organizations worldwide to offer courses, professional certificates, and degree programs across a wide range of subjects.
-
D.
LinkedIn Learning
LinkedIn Learning is an online educational platform offering video-based courses in business, technology, and creative skills, integrated with LinkedIn for professional development and career growth.
-
E.
edX
edX is a leading online learning platform founded by MIT and Harvard that offers university-level courses, professional certificates, and degree programs to learners worldwide.
- 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: Udemy Business Triple: [Udemy, hasService, Udemy Business]
Generated description
Udemy Business is Udemy’s enterprise learning platform that provides organizations with curated online courses and learning paths to upskill employees at scale.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Udemy Business Target entity description: Udemy Business is Udemy’s enterprise learning platform that provides organizations with curated online courses and learning paths to upskill employees at scale.
-
A.
Udemy
chosen
Udemy is a global online learning platform that hosts a vast marketplace of video-based courses across diverse subjects for learners and professionals.
-
B.
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.
-
C.
Coursera
Coursera is a major online learning platform that partners with universities and organizations worldwide to offer courses, professional certificates, and degree programs across a wide range of subjects.
-
D.
LinkedIn Learning
LinkedIn Learning is an online educational platform offering video-based courses in business, technology, and creative skills, integrated with LinkedIn for professional development and career growth.
-
E.
edX
edX is a leading online learning platform founded by MIT and Harvard that offers university-level courses, professional certificates, and degree programs to learners worldwide.
- 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_69a4933208e88190891f5debab1b776d |
completed | March 1, 2026, 7:27 p.m. |
| NER | Named-entity recognition | batch_69a496dc0aac8190afb75ec6c47a1d2d |
completed | March 1, 2026, 7:43 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a4c03256a08190955f8e8d5cda4b08 |
completed | March 1, 2026, 10:39 p.m. |
| NEDg | Description generation | batch_69a4c0d028c48190885a764277f9d28b |
completed | March 1, 2026, 10:42 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69a4c196fa948190b14aacba1276d353 |
completed | March 1, 2026, 10:45 p.m. |
Created at: March 1, 2026, 7:32 p.m.