Triple

T1041766
Position Surface form Disambiguated ID Type / Status
Subject PHP E22482 entity
Predicate framework P2450 FINISHED
Object Slim Framework
Slim Framework is a lightweight PHP micro-framework designed for building simple yet powerful web applications and APIs with minimal overhead.
E120467 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: Slim Framework | Statement: [PHP, framework, Slim Framework]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Slim Framework
Context triple: [PHP, framework, Slim Framework]
  • A. SpaceShipTwo
    SpaceShipTwo is a suborbital spaceplane developed for Virgin Galactic’s commercial space tourism program, designed to carry passengers to the edge of space for brief periods of weightlessness.
  • B. Windsor Framework
    The Windsor Framework is a post-Brexit agreement between the UK and the EU that revises the Northern Ireland Protocol to ease trade frictions while preserving an open border on the island of Ireland.
  • C. Sugar Toolkit
    Sugar Toolkit is a collection of libraries and tools used to develop educational activities and applications for the Sugar learning platform.
  • D. Ruby on Rails
    Ruby on Rails is a popular open-source web application framework that emphasizes convention over configuration and rapid development for building database-backed applications.
  • E. Vapor (web framework)
    Vapor is a popular server-side Swift web framework for building HTTP APIs, web apps, and backend services.
  • 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: Slim Framework
Triple: [PHP, framework, Slim Framework]
Generated description
Slim Framework is a lightweight PHP micro-framework designed for building simple yet powerful web applications and APIs with minimal overhead.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Slim Framework
Target entity description: Slim Framework is a lightweight PHP micro-framework designed for building simple yet powerful web applications and APIs with minimal overhead.
  • A. SpaceShipTwo
    SpaceShipTwo is a suborbital spaceplane developed for Virgin Galactic’s commercial space tourism program, designed to carry passengers to the edge of space for brief periods of weightlessness.
  • B. Windsor Framework
    The Windsor Framework is a post-Brexit agreement between the UK and the EU that revises the Northern Ireland Protocol to ease trade frictions while preserving an open border on the island of Ireland.
  • C. Sugar Toolkit
    Sugar Toolkit is a collection of libraries and tools used to develop educational activities and applications for the Sugar learning platform.
  • D. Ruby on Rails
    Ruby on Rails is a popular open-source web application framework that emphasizes convention over configuration and rapid development for building database-backed applications.
  • E. Vapor (web framework)
    Vapor is a popular server-side Swift web framework for building HTTP APIs, web apps, and backend services.
  • 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_69a493d91478819094cc01fb65564bc1 completed March 1, 2026, 7:30 p.m.
NER Named-entity recognition batch_69a4b82f6c14819080277443ea4722dd completed March 1, 2026, 10:05 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac3bc768948190b1cda4eea93fe4b6 completed March 7, 2026, 2:52 p.m.
NEDg Description generation batch_69ac3c41ab70819090084c508dbfd295 completed March 7, 2026, 2:54 p.m.
NED2 Entity disambiguation (via description) batch_69ac3cbd43848190854add440753fdad completed March 7, 2026, 2:57 p.m.
Created at: March 1, 2026, 7:42 p.m.