Triple

T18529788
Position Surface form Disambiguated ID Type / Status
Subject Laravel Spark E452803 entity
Predicate targetAudience P31 FINISHED
Object Laravel developers NE NERFINISHED

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 developers | Statement: [Laravel Spark, targetAudience, Laravel developers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Laravel developers
Context triple: [Laravel Spark, targetAudience, Laravel developers]
  • A. Laravel core team
    The Laravel core team is the group of developers responsible for designing, developing, and overseeing the official Laravel PHP framework and its ecosystem.
  • B. Laravel
    Laravel is a popular open-source PHP web application framework known for its elegant syntax, robust tooling, and support for rapid application development.
  • C. Laravel Spark
    Laravel Spark is a commercial Laravel package that provides a ready-made SaaS application scaffolding with subscription billing, team management, and authentication features.
  • D. Laravel Nova
    Laravel Nova is a premium, customizable administration panel and dashboard tool designed specifically for managing Laravel-based applications.
  • E. Laravel Jetstream
    Laravel Jetstream is an application scaffolding package for the Laravel framework that provides a modern, pre-built authentication and starter interface using technologies like Livewire or Inertia.js.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Laravel developers
Target entity description: Laravel developers are software engineers who specialize in building web applications using the Laravel PHP framework and its ecosystem of tools and packages.
  • A. Laravel core team
    The Laravel core team is the group of developers responsible for designing, developing, and overseeing the official Laravel PHP framework and its ecosystem.
  • B. Laravel
    Laravel is a popular open-source PHP web application framework known for its elegant syntax, robust tooling, and support for rapid application development.
  • C. Laravel Spark
    Laravel Spark is a commercial Laravel package that provides a ready-made SaaS application scaffolding with subscription billing, team management, and authentication features.
  • D. Laravel Nova
    Laravel Nova is a premium, customizable administration panel and dashboard tool designed specifically for managing Laravel-based applications.
  • E. Laravel Jetstream
    Laravel Jetstream is an application scaffolding package for the Laravel framework that provides a modern, pre-built authentication and starter interface using technologies like Livewire or Inertia.js.
  • F. None of above. chosen

Provenance (2 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_69d8d387b5548190aa030dad2cb4947e completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e533fb940c81909d4ad9fc37f47829 completed April 19, 2026, 7:58 p.m.
Created at: April 10, 2026, 11:37 a.m.