Triple
T14370662
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Apple Calendar Server |
E356350
|
entity |
| Predicate | programmingLanguage |
P1592
|
FINISHED |
| Object |
Twisted Python framework
Twisted Python framework is an event-driven networking engine for Python that simplifies writing scalable, asynchronous networked applications and servers.
|
E1095340
|
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: Twisted Python framework | Statement: [Apple Calendar Server, programmingLanguage, Twisted Python framework]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Twisted Python framework Context triple: [Apple Calendar Server, programmingLanguage, Twisted Python framework]
-
A.
Werkzeug WSGI utility library
Werkzeug WSGI utility library is a comprehensive Python toolkit that provides utilities for building WSGI-compliant web applications and frameworks.
-
B.
Werkzeug
Werkzeug is a widely used Python WSGI utility library that provides the low-level building blocks for web application frameworks such as Flask.
-
C.
Pyramid (web framework)
Pyramid is a lightweight, flexible Python web framework focused on simplicity, scalability, and allowing developers to choose their own components.
-
D.
Bobo (Python web framework)
Bobo is a lightweight, minimalist Python web framework focused on simplicity and WSGI-based web application development.
-
E.
Django
Django is a 1966 Italian Spaghetti Western film directed by Sergio Corbucci and starring Franco Nero as a mysterious gunslinger, renowned for its gritty style and influential impact on the genre.
- 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: Twisted Python framework Triple: [Apple Calendar Server, programmingLanguage, Twisted Python framework]
Generated description
Twisted Python framework is an event-driven networking engine for Python that simplifies writing scalable, asynchronous networked applications and servers.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Twisted Python framework Target entity description: Twisted Python framework is an event-driven networking engine for Python that simplifies writing scalable, asynchronous networked applications and servers.
-
A.
Werkzeug WSGI utility library
Werkzeug WSGI utility library is a comprehensive Python toolkit that provides utilities for building WSGI-compliant web applications and frameworks.
-
B.
Werkzeug
Werkzeug is a widely used Python WSGI utility library that provides the low-level building blocks for web application frameworks such as Flask.
-
C.
Pyramid (web framework)
Pyramid is a lightweight, flexible Python web framework focused on simplicity, scalability, and allowing developers to choose their own components.
-
D.
Bobo (Python web framework)
Bobo is a lightweight, minimalist Python web framework focused on simplicity and WSGI-based web application development.
-
E.
Django
Django is a 1966 Italian Spaghetti Western film directed by Sergio Corbucci and starring Franco Nero as a mysterious gunslinger, renowned for its gritty style and influential impact on the genre.
- 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_69de8fb0b8988190ab834a85911c015c |
completed | April 14, 2026, 7:04 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fd4c5363a081909681b54c1d8218dc |
completed | May 8, 2026, 2:37 a.m. |
| NEDg | Description generation | batch_69fd4e795948819097c43e30902f1654 |
completed | May 8, 2026, 2:46 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd4f04d7ec819095b64d4811440166 |
completed | May 8, 2026, 2:48 a.m. |
Created at: April 10, 2026, 1:15 a.m.