Triple
T18529788
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Laravel Spark |
E452803
|
entity |
| Predicate | targetAudience |
P31
|
FINISHED |
| Object |
Laravel developers
Laravel developers are software engineers who specialize in building web applications using the Laravel PHP framework and its ecosystem of tools and packages.
|
E1328978
|
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: 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.
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: Laravel developers Triple: [Laravel Spark, targetAudience, Laravel developers]
Generated description
Laravel developers are software engineers who specialize in building web applications using the Laravel PHP framework and its ecosystem of tools and packages.
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 (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_69d8d387b5548190aa030dad2cb4947e |
completed | April 10, 2026, 10:40 a.m. |
| NER | Named-entity recognition | batch_69e533fb940c81909d4ad9fc37f47829 |
completed | April 19, 2026, 7:58 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a049178ea1c819085480137adfb3841 |
completed | May 13, 2026, 2:58 p.m. |
| NEDg | Description generation | batch_6a04921b1a508190b8bb6d6c4597ab99 |
completed | May 13, 2026, 3 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0492ba4ea08190b59510b221ad5d21 |
completed | May 13, 2026, 3:03 p.m. |
Created at: April 10, 2026, 11:37 a.m.