Triple
T4325248
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Armin Ronacher |
E96620
|
entity |
| Predicate | knownFor |
P22
|
FINISHED |
| Object |
itsdangerous
itsdangerous is a Python library for securely signing and serializing data, commonly used in web applications to protect cookies and other trusted data.
|
E431937
|
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: itsdangerous | Statement: [Armin Ronacher, knownFor, itsdangerous]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: itsdangerous Context triple: [Armin Ronacher, knownFor, itsdangerous]
-
A.
JWT
JWT is a historic global advertising agency, originally known as J. Walter Thompson, recognized as one of the pioneers of modern marketing and brand communications.
-
B.
JSON Web Tokens (JWT)
JSON Web Tokens (JWT) are a compact, URL-safe standard for securely transmitting digitally signed claims between parties, commonly used for stateless authentication and authorization in web applications.
-
C.
FLASK security architecture
FLASK security architecture is a flexible, fine-grained access control framework originally developed for the Flask microkernel to support mandatory access control policies and later used as the foundation for systems like SELinux.
-
D.
Flask-WTF
Flask-WTF is a Flask extension that integrates WTForms to simplify web form creation, validation, and CSRF protection in Flask applications.
-
E.
Django Strikes Again
Django Strikes Again is a 1987 Italian Western film that serves as the official sequel to the classic 1966 Spaghetti Western Django, once again starring Franco Nero in the title role.
- 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: itsdangerous Triple: [Armin Ronacher, knownFor, itsdangerous]
Generated description
itsdangerous is a Python library for securely signing and serializing data, commonly used in web applications to protect cookies and other trusted data.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: itsdangerous Target entity description: itsdangerous is a Python library for securely signing and serializing data, commonly used in web applications to protect cookies and other trusted data.
-
A.
JWT
JWT is a historic global advertising agency, originally known as J. Walter Thompson, recognized as one of the pioneers of modern marketing and brand communications.
-
B.
Flask-Security
Flask-Security is a Flask extension that provides a unified, high-level interface for handling authentication, authorization, user registration, and role management in web applications.
-
C.
JSON Web Tokens (JWT)
JSON Web Tokens (JWT) are a compact, URL-safe standard for securely transmitting digitally signed claims between parties, commonly used for stateless authentication and authorization in web applications.
-
D.
FLASK security architecture
FLASK security architecture is a flexible, fine-grained access control framework originally developed for the Flask microkernel to support mandatory access control policies and later used as the foundation for systems like SELinux.
-
E.
Flask-WTF
Flask-WTF is a Flask extension that integrates WTForms to simplify web form creation, validation, and CSRF protection in Flask applications.
- 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_69b34542fd908190b11b08faad8decfd |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b3512ec18481908a7b5c29b3902b53 |
completed | March 12, 2026, 11:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b5d094f5fc819083eddc234f46f6a1 |
completed | March 14, 2026, 9:18 p.m. |
| NEDg | Description generation | batch_69b5d10a20248190b3214509cb637ff4 |
completed | March 14, 2026, 9:20 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b5d4f08ac4819097e71276be11403d |
completed | March 14, 2026, 9:36 p.m. |
Created at: March 12, 2026, 11:13 p.m.