Triple

T18015522
Position Surface form Disambiguated ID Type / Status
Subject Flask-Login E430988 entity
Predicate hasConcept P531 FINISHED
Object UserMixin
UserMixin is a helper class in the Flask-Login extension that provides default implementations of common user authentication methods for user model objects.
 E430988 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: UserMixin | Statement: [Flask-Login, hasConcept, UserMixin]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: UserMixin
Context triple: [Flask-Login, hasConcept, UserMixin]
  • A. Flask-Login
    Flask-Login is a Flask extension that simplifies user session management by handling user authentication, login tracking, and access control in web applications.
  • 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. Authonais
    Authonais is the French demonym for inhabitants of the commune of Authon in the Loir-et-Cher department of central France.
  • D. Flask-Admin
    Flask-Admin is a popular Flask extension that provides a flexible, customizable administrative interface for managing application data and models.
  • E. Userin
    Userin is a small settlement in the Mecklenburgische Seenplatte region of Mecklenburg-Vorpommern in northeastern Germany.
  • 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: UserMixin
Triple: [Flask-Login, hasConcept, UserMixin]
Generated description
UserMixin is a helper class in the Flask-Login extension that provides default implementations of common user authentication methods for user model objects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: UserMixin
Target entity description: UserMixin is a helper class in the Flask-Login extension that provides default implementations of common user authentication methods for user model objects.
  • A. Flask-Login chosen
    Flask-Login is a Flask extension that simplifies user session management by handling user authentication, login tracking, and access control in web applications.
  • 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. Authonais
    Authonais is the French demonym for inhabitants of the commune of Authon in the Loir-et-Cher department of central France.
  • D. Flask-Admin
    Flask-Admin is a popular Flask extension that provides a flexible, customizable administrative interface for managing application data and models.
  • E. Userin
    Userin is a small settlement in the Mecklenburgische Seenplatte region of Mecklenburg-Vorpommern in northeastern Germany.
  • 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_69d8b904530081908bf341d842464856 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4b523f588819097389e067dda7f23 completed April 19, 2026, 10:57 a.m.
NED1 Entity disambiguation (via context triple) batch_6a034324daec8190a9bbec1ad80c70f9 completed May 12, 2026, 3:11 p.m.
NEDg Description generation batch_6a0343dc91688190ae8e2f051cefef85 completed May 12, 2026, 3:14 p.m.
NED2 Entity disambiguation (via description) batch_6a0344b6f4e081908ff2fbc7bfa4c4e1 completed May 12, 2026, 3:18 p.m.
Created at: April 10, 2026, 10:24 a.m.