Triple

T4555315
Position Surface form Disambiguated ID Type / Status
Subject Laravel E120464 entity
Predicate frameworkFamily P58004 FINISHED
Object Laravel ecosystem E120464 NE FINISHED

How this triple was built (3 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: Laravel ecosystem | Statement: [Laravel, frameworkFamily, Laravel ecosystem]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Laravel ecosystem
Context triple: [Laravel, frameworkFamily, Laravel ecosystem]
  • A. Laravel chosen
    Laravel is a popular open-source PHP web application framework known for its elegant syntax, robust tooling, and support for rapid application development.
  • B. LAMP stack
    The LAMP stack is a popular open-source web development platform consisting of Linux, Apache, MySQL, and PHP (or Perl/Python) used to build and deploy dynamic websites and applications.
  • C. Slim Framework
    Slim Framework is a lightweight PHP micro-framework designed for building simple yet powerful web applications and APIs with minimal overhead.
  • D. Phoenix Framework
    Phoenix Framework is an Elixir-based web development framework known for its high performance, real-time capabilities, and productive developer experience inspired by Ruby on Rails.
  • E. .NET ecosystem
    The .NET ecosystem is a comprehensive, cross-platform development platform and runtime environment for building and running applications using languages like C#, F#, and Visual Basic across web, desktop, mobile, cloud, and more.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
PD Predicate disambiguation gpt-5-mini-2025-08-07 
Target predicate: frameworkFamily
Context triple: [Laravel, frameworkFamily, Laravel ecosystem]
  • A. frameworkName
    Indicates that a specific framework is identified by the given name.
  • B. frameworkFor
    Indicates that one entity serves as a supporting structure, system, or basis that organizes, guides, or enables the development or functioning of another entity.
  • C. frameworkPresented
    Indicates that a particular framework has been formally introduced or shown to an audience or recipient.
  • D. frameworkEstablishedBy
    Indicates that a framework was created, set up, or instituted by a particular agent or entity.
  • E. platformFamily
    Indicates that one platform belongs to, or is categorized under, a broader family or group of related platforms.
  • 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_69bd4636f1648190a701445c2fcd9c17 completed March 20, 2026, 1:05 p.m.
NER Named-entity recognition batch_69bd5813af948190b10b02dadf6496bf completed March 20, 2026, 2:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdc57d59f88190857cbda79caf3c38 completed March 20, 2026, 10:09 p.m.
PD Predicate disambiguation batch_69bd5223423c81908317351b58cff5f5 completed March 20, 2026, 1:56 p.m.
PDg Predicate description generation batch_69bd56b4a9508190acdb888eef18f1ee completed March 20, 2026, 2:16 p.m.
Created at: March 20, 2026, 1:09 p.m.