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.